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Quantum finite automaton

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6391: 6381: 2450: 5369:. To recap, the quantum probability of a language being accepted can be interpreted as a metric, with the probability of accept being unity, if the metric distance between the initial and final states is zero, and otherwise the probability of accept is less than one, if the metric distance is non-zero. Thus, it follows that the quantum finite automaton is just a special case of a 897:; thus, this is a topological automaton, with the simplex being the manifold, and the stochastic matrices being linear automorphisms of the simplex onto itself. Since each transition is (essentially) independent of the previous (if we disregard the distinction between accepted and rejected languages), the PFA essentially becomes a kind of 893:. The entries in the state vector must be real numbers, positive, and sum to one, in order for the state vector to be interpreted as a probability. The transition matrices must preserve this property: this is why they must be stochastic. Each state vector should be imagined as specifying a point in a 310:
One needs a distinct adjacency matrix for each possible input symbol, since each input symbol can result in a different transition. The entries in the adjacency matrix must be zero's and one's. For any given column in the matrix, only one entry can be non-zero: this is the entry that indicates the
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A worthy point to contemplate is the distributions that result on the manifold during the input of a language. In order for an automaton to be 'efficient' in recognizing a language, that distribution should be 'as uniform as possible'. This need for uniformity is the underlying principle behind
3452: 2811: 295:, with states as nodes in the graph, and arrows representing state transitions. Each arrow is labelled with a possible input symbol, so that, given a specific state and an input symbol, the arrow points at the next state. One way of representing such a graph is by means of a set of 5212:
The quantum automaton differs from the topological automaton in that, instead of having a binary result (is the iterated point in, or not in, the final set?), one has a probability. The quantum probability is the (square of) the initial state projected onto some final state
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are defined in such a way that a given column can have several non-zero entries in it. Equivalently, the multiply-add operations performed during component-wise matrix multiplication should be replaced by Boolean and-or operations, that is, so that one is working with a
2016: 3122:, then the result of running the machine will be exactly identical to the classical deterministic finite state machine. In particular, there is a language accepted by this automaton with probability one, for these initial states, and it is identical to the 4241: 2595: 3659: 4706: 4249:
If the wave function has collapsed to either the "accept" or "reject" subspaces, then further processing halts. Otherwise, processing continues, with the next letter read from the input, and applied to what must be an eigenstate of
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Measure-many automata were introduced by Kondacs and Watrous in 1997. The general framework resembles that of the measure-once automaton, except that instead of there being one projection, at the end, there is a projection, or
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appropriate for the given topological space. The initial state may be taken to be a point in the space. The set of accept states can be taken to be some arbitrary subset of the topological space. One then says that a
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As a result of these effects, the actual time evolution of the state cannot be taken as an infinite-precision pure point, operated on by a sequence of arbitrarily sharp transformations, but rather as an
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next (unique) state transition. Similarly, the state of the system is a column vector, in which only one entry is non-zero: this entry corresponds to the current state of the system. Let
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The primary difference between real-world quantum computers and the theoretical framework presented above is that the initial state preparation cannot ever result in a point-like
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is understood to represent the initial state of the automaton, that is, the state the automaton was in before it started accepting the string input. The empty string
4524: 4415: 4295: 3866: 2312: 2244: 2213: 1402: 329: 207: 5580: 3310: 3283: 3256: 3229: 2985: 1249: 4912: 878:. In the generalization to QFAs, the set of recognized languages will be different. Describing that set is one of the outstanding research problems in QFA theory. 1049:
Although the study of QFA was popularized in the work of Kondacs and Watrous in 1997 and later by Moore and Crutchfeld, they were described as early as 1971, by
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Before moving on to the formal description of a QFA, there are two noteworthy generalizations that should be mentioned and understood. The first is the
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if the point, after iteration by the homeomorphisms, intersects the accept set. But, of course, this is nothing more than the standard definition of an
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to describe the measurement process. Finally, each unitary transformation is not a single, sharply defined quantum logic gate, but rather a mixture
1756: 6060: 5220: 3447:{\displaystyle {\mathcal {H}}_{Q}={\mathcal {H}}_{\text{accept}}\oplus {\mathcal {H}}_{\text{reject}}\oplus {\mathcal {H}}_{\text{non-halting}}} 5480: 2806:{\displaystyle {\begin{bmatrix}a_{1}^{*}\;\;a_{2}^{*}\end{bmatrix}}{\begin{bmatrix}a_{1}\\a_{2}\end{bmatrix}}=a_{1}^{*}a_{1}+a_{2}^{*}a_{2}=1} 4303: 4956: 6384: 5570: 4720:
are implementations of measure-once quantum finite automata, and the software systems for programming them expose the state-preparation of
1831: 91: 2894: 2822: 6415: 6342: 5498: 3874: 1473: 5132:: there is no way to make a copy of the current state of the machine, push it onto a stack for later reference, and then return to it. 5918: 2993: 798: 4532: 573: 6394: 6282: 5535: 5456: 867: 5868: 5427: 6210: 2011:{\displaystyle \operatorname {Pr} (\sigma )=\Vert PU_{\sigma _{k}}\cdots U_{\sigma _{1}}U_{\sigma _{0}}|\psi \rangle \Vert ^{2}} 6205: 5933: 5913: 5712: 1043: 6200: 2361: 890: 805:
is replaced by a vector that can have more than one entry that is non-zero. Such a vector then represents an element of the
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of the manifold; this defines a topological finite automaton. Similarly, the matrices could be taken as automorphisms of a
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of the basis vectors in the accept set. The reject space is defined analogously, and the remaining space is designated the
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I. Baianu, "Categories, Functors and Quantum Automata Theory" (1971). The 4th Intl. Congress LMPS, August-Sept.1971
3136: 215: 5943: 5908: 5804: 5747: 4236:{\displaystyle \operatorname {Pr} _{\text{acc}}(\sigma )=\Vert P_{\text{acc}}|\psi ^{\prime }\rangle \Vert ^{2},} 2590:{\displaystyle |\psi \rangle =a_{1}|S_{1}\rangle +a_{2}|S_{2}\rangle ={\begin{bmatrix}a_{1}\\a_{2}\end{bmatrix}}} 544: 86: 6028: 5642: 4914:
characterizing the ability of the machinery to prepare an initial state close to the desired initial pure state
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The above constructions indicate how the concept of a quantum finite automaton can be generalized to arbitrary
3654:{\displaystyle {\mathcal {H}}_{\text{accept}}=\operatorname {span} \{|q\rangle :|q\rangle \in Q_{\text{acc}}\}} 3544: 3511: 1252: 987: 905: 779: 67: 5565: 5366: 4029: 1435: 1285: 6267: 6001: 5893: 5863: 5662: 5149: 51: 6337: 6101: 6094: 5841: 2365: 1027: 976: 47: 5306: 3316:
as an example of a quantum finite state machine acting on the set of all possible finite binary strings.
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and so on. The parsing of the input string proceeds as follows. Consider the automaton to be in a state
3480: 3338: 1616: 1361: 1261: 980: 640: 334: 304: 299:, with one matrix for each input symbol. In this case, the list of possible DFA states is written as a 5883: 5380: 5332: 5155: 4277:. Processing continues until the whole string is read, or the machine halts. Often, additional symbols 2459: 993: 942: 910: 4701:{\displaystyle U_{\alpha }|q_{i}\rangle =\sum _{q_{j}\in Q}\delta (q_{i},\alpha ,q_{j})|q_{j}\rangle } 6047: 5796: 5647: 5422: 5362: 5280: 5206: 1066: 824: 740: 699: 6149: 5045: 4917: 4723: 4474: 4447: 4420: 4253: 3823: 3729: 3702: 3675: 3090: 3055: 2269: 2170: 2024: 1725: 1697: 1407: 1122: 6366: 6319: 5923: 5677: 5657: 5592: 5587: 5121: 4943: 4815: 4796: 3367: 3326: 2216: 1035: 975:; the unitary matrices can be thought of as governing the time evolution of the system (viz in the 264: 4814:, nor can the unitary operators be precisely applied. Thus, the initial state must be taken as a 2052: 6082: 5730: 5667: 5129: 5081: 4804: 4800: 4771: 3127: 2606: 2143: 1334: 886: 856: 814: 653: 446: 360: 162: 5928: 1050: 481: 1629: 1306: 6346: 5991: 5898: 5855: 5786: 5702: 5682: 5637: 5597: 5575: 5141: 4297:
and $ are adjoined to the alphabet, to act as the left and right end-markers for the string.
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There is a simple, intuitive way of understanding quantum finite automata. One begins with a
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as the adjacency matrix that describes the evolution of the DFA to its next state. The set
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that only concatenates transformations onto a state, but also smears the state over time.
4888: 2223: 1300: 871: 689: 681:); the order of application is 'reversed' only because we follow the standard notation of 252: 3457:
In the literature, these orthogonal subspaces are usually formulated in terms of the set
1608:{\displaystyle (P(\mathbb {C} ^{N}),\Sigma ,\{U_{\alpha }\;\vert \;\alpha \in \Sigma \})} 6248: 6225: 6192: 5996: 5873: 4751: 4380: 3460: 2601: 2249: 1677: 1657: 1150: 1099: 1079: 984: 771: 682: 292: 17: 1404:, the unitary matrix describes the transition of the automaton from its current state 6409: 6070: 5888: 5814: 5432: 5202: 5189: 5125: 3333: 3313: 1256: 972: 787: 300: 6290: 6215: 5410: 3810:{\displaystyle P_{\text{acc}}:{\mathcal {H}}_{Q}\to {\mathcal {H}}_{\text{accept}}} 1623: 898: 284: 245: 71: 2127:{\displaystyle \operatorname {Pr} (\varnothing )=\Vert P|\psi \rangle \Vert ^{2}} 66:
automata. Quantum finite automata can also be understood as the quantization of
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A well-known theorem states that, for each DFA, there is an equivalent NFA, and
734: 210: 6361: 6295: 6159: 5520: 4811: 1062: 1818:{\displaystyle \langle \psi |P|\psi \rangle =\Vert P|\psi \rangle \Vert ^{2}} 248:; that is, indicating whether the automaton accepted or rejected the string. 6144: 4946:
over time. Precise measurements are also not possible, and one instead uses
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In the literature, the measure-many automaton is often denoted by the tuple
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At this point, a measurement whose three possible outcomes have eigenspaces
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by some general operators. This is essentially what a QFA does: it replaces
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Proceedings of the 38th Annual Symposium on Foundations of Computer Science
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The probability of the state machine accepting a given finite input string
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and vectors, almost begs for generalization, by replacing the state-vector
5266:{\displaystyle \mathbf {Pr} =\vert \langle P\vert \psi \rangle \vert ^{2}} 6329: 6305: 6164: 6129: 5185: 783: 5078:
describing how well the machinery can effect the desired transformation
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then completely describes the state transition function of the DFA. Let
6356: 5973: 5110: 4370:{\displaystyle (Q;\Sigma ;\delta ;q_{0};Q_{\text{acc}};Q_{\text{rej}})} 894: 881:
Another generalization that should be immediately apparent is to use a
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As should be readily apparent, if the initial state is the pure state
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is just the probability of the initial state being an accepted state.
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that can be recognized by DFA's and NFA's are the same; these are the
6333: 5829: 1892:{\displaystyle \sigma =(\sigma _{0},\sigma _{1},\cdots ,\sigma _{k})} 152:{\displaystyle \sigma =(\sigma _{0},\sigma _{1},\cdots ,\sigma _{k})} 3329:, performed after each letter is read. A formal definition follows. 2950:{\displaystyle U_{1}={\begin{bmatrix}1&0\\0&1\end{bmatrix}}} 2878:{\displaystyle U_{0}={\begin{bmatrix}0&1\\1&0\end{bmatrix}}} 5478:
C. Moore, J. Crutchfield, "Quantum automata and quantum grammars",
5205:. The behaviour of topological automata is studied in the field of 4154:. The probability of collapse to the "accept" subspace is given by 2219:
states, simply in order to keep the order of the letters the same.
939:, and the transition matrices are unitary matrices. Each point in 5602: 3923:{\displaystyle |\psi ^{\prime }\rangle =U_{\alpha }|\psi \rangle } 1522:{\displaystyle |\psi ^{\prime }\rangle =U_{\alpha }|\psi \rangle } 1117: 774:. Other, similar generalizations also become obvious: the vector 5277:
is just a very simple function of the distance between the point
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also denote these two vectors. Then, after reading input symbols
6351: 5824: 5757: 4947: 3042:{\displaystyle P={\begin{bmatrix}1&0\\0&0\end{bmatrix}}} 2266:
by a quantum finite automaton (and a given, fixed initial state
5524: 4568:{\displaystyle \delta :Q\times \Sigma \times Q\to \mathbb {C} } 632:{\displaystyle q=\cdots U_{\gamma }U_{\beta }U_{\alpha }q_{0}.} 5968: 5953: 5499:
Organismic Supercategories and Qualitative Dynamics of Systems
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represent the set of possible states of the DFA. If there are
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are non-zero. More subtle behaviour occurs when the matrices
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of the Riemannian manifold, or, more generally, some set of
4942:. This state is not stable, but suffers from some amount of 4212: 4133: 4102: 4071: 4043: 4005: 3974: 3943: 3888: 3796: 3779: 3587: 3487: 3433: 3416: 3399: 3382: 3345: 1487: 1449: 2373: 570:
from the input tape, the state of the DFA will be given by
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denote the set of input symbols. For a given input symbol
5459:(1997), "On the power of quantum finite state automata", 1096:
possible internal states, represented in this case by an
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indicating the probability of the automaton being in an
54:. They provide a mathematical abstraction of real-world 3508:. This set of basis vectors is divided up into subsets 4471:
are as defined above. The initial state is denoted by
3008: 2916: 2844: 2706: 2658: 2552: 58:. Several types of automata may be defined, including 5383: 5335: 5309: 5283: 5223: 5158: 5084: 5048: 4959: 4920: 4891: 4826: 4774: 4754: 4726: 4587: 4535: 4512: 4506:. The unitary transformations are denoted by the map 4477: 4450: 4423: 4403: 4383: 4306: 4283: 4256: 4163: 4129: 4098: 4067: 4032: 4001: 3970: 3939: 3877: 3854: 3826: 3762: 3732: 3705: 3678: 3583: 3547: 3514: 3483: 3463: 3378: 3341: 3291: 3264: 3237: 3210: 3139: 3093: 3058: 2996: 2966: 2897: 2825: 2652: 2609: 2470: 2320: 2300: 2272: 2252: 2232: 2201: 2173: 2146: 2078: 2055: 2027: 1908: 1834: 1759: 1728: 1700: 1680: 1660: 1632: 1538: 1476: 1438: 1410: 1390: 1364: 1337: 1309: 1264: 1225: 1212:{\displaystyle |\psi \rangle \in P(\mathbb {C} ^{N})} 1173: 1153: 1125: 1102: 1082: 996: 983:
should be straightforward: A mixed state is simply a
945: 913: 827: 743: 702: 656: 576: 547: 484: 449: 390: 363: 337: 317: 218: 195: 165: 94: 6318: 6281: 6247: 6224: 6191: 6182: 6115: 6044: 5982: 5942: 5854: 5795: 5721: 5630: 5558: 4875:{\displaystyle \rho =\int p(x)|\psi _{x}\rangle dx} 4147:{\displaystyle {\mathcal {H}}_{\text{non-halting}}} 4019:{\displaystyle {\mathcal {H}}_{\text{non-halting}}} 5401: 5353: 5321: 5295: 5265: 5176: 5097: 5070: 5031: 4934: 4906: 4874: 4787: 4760: 4740: 4700: 4567: 4518: 4498: 4463: 4436: 4409: 4389: 4369: 4289: 4269: 4235: 4146: 4115: 4084: 4053: 4018: 3987: 3956: 3922: 3860: 3840: 3809: 3745: 3718: 3691: 3653: 3566: 3533: 3500: 3477:of orthogonal basis vectors for the Hilbert space 3469: 3446: 3358: 3304: 3277: 3250: 3223: 3193: 3114: 3079: 3041: 2979: 2949: 2877: 2805: 2635: 2589: 2345:{\displaystyle p\leq \operatorname {Pr} (\sigma )} 2344: 2306: 2286: 2258: 2238: 2207: 2187: 2159: 2126: 2069:is understood to be just the unit matrix, so that 2061: 2041: 2010: 1891: 1817: 1742: 1714: 1686: 1666: 1644: 1607: 1521: 1459: 1424: 1396: 1376: 1350: 1321: 1276: 1243: 1211: 1159: 1139: 1108: 1088: 1014: 963: 931: 846: 762: 721: 669: 631: 562: 503: 462: 424:{\displaystyle \{U_{\alpha }|\alpha \in \Sigma \}} 423: 376: 349: 323: 236: 201: 178: 151: 5184:. In place of the unitary matrices, one uses the 3190: 2987:to be the accept state, the projection matrix is 511:corresponds to a column vector with a one in the 3672:subspace. There are three projection matrices, 2195:reverses the order of the letters in the string 5501:" (1971), Bulletin of Mathematical Biophysics, 85:The automata work by receiving a finite-length 4116:{\displaystyle {\mathcal {H}}_{\text{reject}}} 4085:{\displaystyle {\mathcal {H}}_{\text{accept}}} 3988:{\displaystyle {\mathcal {H}}_{\text{reject}}} 3957:{\displaystyle {\mathcal {H}}_{\text{accept}}} 3753:, each projecting to the respective subspace: 1076:, the quantum automaton is considered to have 5536: 794:; this defines a geometric finite automaton. 8: 5316: 5310: 5290: 5284: 5254: 5250: 5244: 5238: 5235: 4929: 4863: 4735: 4695: 4613: 4493: 4221: 4217: 4189: 4048: 3917: 3893: 3835: 3648: 3632: 3618: 3607: 3194:{\displaystyle (1^{*}(01^{*}0)^{*})^{*}\,\!} 3109: 3074: 2541: 2510: 2479: 2281: 2182: 2115: 2111: 2097: 2036: 1999: 1995: 1927: 1806: 1802: 1788: 1782: 1760: 1737: 1709: 1599: 1586: 1572: 1516: 1492: 1454: 1419: 1271: 1265: 1182: 1134: 841: 828: 757: 744: 716: 703: 688:The above description of a DFA, in terms of 639:The state transitions are given by ordinary 418: 391: 237:{\displaystyle \operatorname {Pr} (\sigma )} 3204:The non-classical behaviour occurs if both 3126:for the classical DFA, and is given by the 1069:. They may be defined formally as follows. 563:{\displaystyle \alpha \beta \gamma \cdots } 6188: 5792: 5543: 5529: 5521: 4246:and analogously for the other two spaces. 2677: 2676: 1589: 1585: 1358:, with one unitary matrix for each letter 979:). The generalization from pure states to 821:. Likewise, the state transition matrices 522:is then a column vector with a one in the 5450: 5448: 5393: 5385: 5384: 5382: 5345: 5337: 5336: 5334: 5308: 5282: 5257: 5224: 5222: 5168: 5160: 5159: 5157: 5089: 5083: 5053: 5047: 5011: 4992: 4964: 4958: 4921: 4919: 4890: 4857: 4848: 4825: 4779: 4773: 4753: 4727: 4725: 4689: 4680: 4671: 4652: 4628: 4623: 4607: 4598: 4592: 4586: 4561: 4560: 4534: 4511: 4487: 4478: 4476: 4455: 4449: 4428: 4422: 4402: 4382: 4358: 4345: 4332: 4305: 4282: 4261: 4255: 4224: 4211: 4202: 4196: 4168: 4162: 4138: 4132: 4131: 4128: 4107: 4101: 4100: 4097: 4076: 4070: 4069: 4066: 4042: 4033: 4031: 4010: 4004: 4003: 4000: 3979: 3973: 3972: 3969: 3948: 3942: 3941: 3938: 3909: 3903: 3887: 3878: 3876: 3853: 3827: 3825: 3801: 3795: 3794: 3784: 3778: 3777: 3767: 3761: 3737: 3731: 3710: 3704: 3683: 3677: 3642: 3624: 3610: 3592: 3586: 3585: 3582: 3567:{\displaystyle Q_{\text{rej}}\subseteq Q} 3552: 3546: 3534:{\displaystyle Q_{\text{acc}}\subseteq Q} 3519: 3513: 3492: 3486: 3485: 3482: 3462: 3438: 3432: 3431: 3421: 3415: 3414: 3404: 3398: 3397: 3387: 3381: 3380: 3377: 3350: 3344: 3343: 3340: 3312:are not so simple; see, for example, the 3296: 3290: 3269: 3263: 3242: 3236: 3215: 3209: 3189: 3183: 3173: 3160: 3147: 3138: 3103: 3094: 3092: 3068: 3059: 3057: 3003: 2995: 2971: 2965: 2911: 2902: 2896: 2839: 2830: 2824: 2791: 2781: 2776: 2763: 2753: 2748: 2727: 2713: 2701: 2687: 2682: 2670: 2665: 2653: 2651: 2627: 2614: 2608: 2573: 2559: 2547: 2535: 2526: 2520: 2504: 2495: 2489: 2471: 2469: 2391: 2386: 2319: 2299: 2273: 2271: 2251: 2231: 2200: 2174: 2172: 2151: 2145: 2118: 2103: 2077: 2054: 2028: 2026: 2002: 1987: 1979: 1974: 1962: 1957: 1942: 1937: 1907: 1880: 1861: 1848: 1833: 1809: 1794: 1774: 1766: 1758: 1729: 1727: 1701: 1699: 1679: 1659: 1631: 1579: 1554: 1550: 1549: 1537: 1508: 1502: 1486: 1477: 1475: 1448: 1439: 1437: 1411: 1409: 1389: 1363: 1342: 1336: 1308: 1263: 1224: 1200: 1196: 1195: 1174: 1172: 1152: 1126: 1124: 1101: 1081: 1061:Measure-once automata were introduced by 1006: 998: 997: 995: 955: 947: 946: 944: 923: 915: 914: 912: 835: 826: 751: 742: 710: 701: 696:by some general vector, and the matrices 661: 655: 620: 610: 600: 590: 575: 546: 489: 483: 454: 448: 404: 398: 389: 368: 362: 336: 316: 217: 194: 170: 164: 140: 121: 108: 93: 4768:and a choice of unitary transformations 4054:{\displaystyle |\psi ^{\prime }\rangle } 1460:{\displaystyle |\psi ^{\prime }\rangle } 786:; the set of transition matrices become 27:Quantum analog of probabilistic automata 6061:Continuous-variable quantum information 5474: 5472: 5444: 2088: 2056: 904:By contrast, in a QFA, the manifold is 291:(DFA). A DFA can be represented as a 209:, and assigning to each such string a 74:. QFAs are, in turn, special cases of 3868:, the automaton will be in the state 7: 2816:The unitary transition matrices are 275:remains an active area of research. 5322:{\displaystyle \vert \psi \rangle } 1303:are represented by a collection of 885:for the transition matrices, and a 5144:. For example, one may take some ( 5120:There is no quantum analog to the 5042:for some probability distribution 4885:for some probability distribution 4548: 4404: 4316: 3501:{\displaystyle {\mathcal {H}}_{Q}} 3359:{\displaystyle {\mathcal {H}}_{Q}} 2458:The quantum state is a vector, in 2233: 1596: 1566: 1377:{\displaystyle \alpha \in \Sigma } 1371: 1277:{\displaystyle \Vert \cdot \Vert } 799:non-deterministic finite automaton 415: 350:{\displaystyle \alpha \in \Sigma } 344: 318: 196: 25: 5402:{\displaystyle \mathbb {C} P^{N}} 5354:{\displaystyle \mathbb {C} P^{N}} 5177:{\displaystyle \mathbb {C} P^{N}} 4948:positive operator-valued measures 1384:. That is, given an input letter 1015:{\displaystyle \mathbb {C} P^{N}} 964:{\displaystyle \mathbb {C} P^{N}} 932:{\displaystyle \mathbb {C} P^{N}} 801:(NFA). In this case, the vector 6390: 6389: 6380: 6379: 5228: 5225: 3848:. After reading an input letter 2448: 1626:of the automaton is given by an 1038:generalize to QFAs as well: the 870:. This implies that the set of 478:-dimensional. The initial state 5296:{\displaystyle \vert P\rangle } 5113:process, or more accurately, a 1046:generalize readily to the QFA. 847:{\displaystyle \{U_{\alpha }\}} 763:{\displaystyle \{U_{\alpha }\}} 722:{\displaystyle \{U_{\alpha }\}} 5071:{\displaystyle p_{\alpha }(x)} 5065: 5059: 5004: 4998: 4977: 4971: 4935:{\displaystyle |\psi \rangle } 4922: 4901: 4895: 4849: 4845: 4839: 4807:, directly to the programmer. 4741:{\displaystyle |\psi \rangle } 4728: 4681: 4677: 4645: 4599: 4557: 4499:{\displaystyle |q_{0}\rangle } 4479: 4464:{\displaystyle Q_{\text{rej}}} 4437:{\displaystyle Q_{\text{acc}}} 4364: 4307: 4270:{\displaystyle P_{\text{non}}} 4203: 4183: 4177: 4034: 3910: 3879: 3841:{\displaystyle |\psi \rangle } 3828: 3790: 3746:{\displaystyle P_{\text{non}}} 3719:{\displaystyle P_{\text{rej}}} 3692:{\displaystyle P_{\text{acc}}} 3625: 3611: 3180: 3170: 3153: 3140: 3115:{\displaystyle |S_{2}\rangle } 3095: 3080:{\displaystyle |S_{1}\rangle } 3060: 2527: 2496: 2472: 2362:deterministic finite automaton 2339: 2333: 2287:{\displaystyle |\psi \rangle } 2274: 2188:{\displaystyle |\psi \rangle } 2175: 2104: 2091: 2085: 2042:{\displaystyle |\psi \rangle } 2029: 1988: 1921: 1915: 1886: 1841: 1795: 1775: 1767: 1743:{\displaystyle |\psi \rangle } 1730: 1715:{\displaystyle |\psi \rangle } 1702: 1602: 1560: 1545: 1539: 1509: 1478: 1440: 1425:{\displaystyle |\psi \rangle } 1412: 1238: 1226: 1206: 1191: 1175: 1140:{\displaystyle |\psi \rangle } 1127: 891:probabilistic finite automaton 405: 231: 225: 146: 101: 1: 6056:Adiabatic quantum computation 4712:Relation to quantum computing 2246:is accepted with probability 1750:being in the accept state is 289:deterministic finite automata 269:probabilistic finite automata 261:deterministic finite automata 255:accepted by QFAs are not the 6107:Topological quantum computer 5481:Theoretical Computer Science 2443: 2430: 2424: 2410: 2404: 2062:{\displaystyle \varnothing } 889:for the state; this gives a 6385:Quantum information science 5552:Quantum information science 5098:{\displaystyle U_{\alpha }} 4788:{\displaystyle U_{\alpha }} 2636:{\displaystyle a_{1},a_{2}} 2418: 2398: 2160:{\displaystyle U_{\alpha }} 2140:Because the left-action of 1694:-dimensional quantum state 1351:{\displaystyle U_{\alpha }} 670:{\displaystyle U_{\alpha }} 463:{\displaystyle U_{\alpha }} 377:{\displaystyle U_{\alpha }} 179:{\displaystyle \sigma _{i}} 80:topological finite automata 6437: 6416:Quantum information theory 5780:quantum gate teleportation 4026:is performed on the state 1044:forward–backward algorithm 504:{\displaystyle q_{0}\in Q} 70:, or as a quantization of 6375: 5909:Quantum Fourier transform 5805:Post-quantum cryptography 5748:Entanglement distillation 5136:Geometric generalizations 3366:is decomposed into three 2314:in the language, one has 2294:), if, for all sentences 1645:{\displaystyle N\times N} 1322:{\displaystyle N\times N} 518:'th row. A general state 76:geometric finite automata 6395:Quantum mechanics topics 6090:Quantum machine learning 6066:One-way quantum computer 5919:Quantum phase estimation 5820:Quantum key distribution 5753:Monogamy of entanglement 1253:complex projective space 988:probability distribution 973:quantum-mechanical state 971:corresponds to a (pure) 906:complex projective space 68:subshifts of finite type 46:are a quantum analog of 6002:Randomized benchmarking 5864:Amplitude amplification 5428:Blum–Shub–Smale machine 5409:is generalized to some 5150:Riemann symmetric space 4519:{\displaystyle \delta } 4410:{\displaystyle \Sigma } 4290:{\displaystyle \kappa } 3861:{\displaystyle \alpha } 2360:Consider the classical 2307:{\displaystyle \sigma } 2239:{\displaystyle \Sigma } 2208:{\displaystyle \sigma } 1397:{\displaystyle \alpha } 1028:maximum entropy methods 324:{\displaystyle \Sigma } 202:{\displaystyle \Sigma } 52:Markov decision process 36:quantum finite automata 18:Quantum finite automata 6102:Quantum Turing machine 6095:quantum neural network 5842:Quantum secret sharing 5403: 5355: 5323: 5297: 5267: 5178: 5099: 5072: 5033: 4936: 4908: 4876: 4789: 4762: 4742: 4702: 4569: 4520: 4500: 4465: 4438: 4411: 4391: 4371: 4291: 4271: 4237: 4148: 4117: 4086: 4055: 4020: 3989: 3958: 3924: 3862: 3842: 3811: 3747: 3720: 3693: 3655: 3568: 3535: 3502: 3471: 3448: 3360: 3306: 3279: 3252: 3225: 3195: 3116: 3081: 3043: 2981: 2951: 2879: 2807: 2637: 2591: 2376:State Transition Table 2366:state transition table 2346: 2308: 2288: 2260: 2240: 2209: 2189: 2161: 2128: 2063: 2043: 2012: 1893: 1819: 1744: 1716: 1688: 1668: 1646: 1609: 1523: 1461: 1426: 1398: 1378: 1352: 1323: 1278: 1245: 1213: 1161: 1147:. More precisely, the 1141: 1110: 1090: 1034:methods used to train 1016: 965: 933: 848: 764: 723: 671: 633: 564: 505: 464: 425: 378: 351: 325: 238: 203: 180: 153: 48:probabilistic automata 44:quantum state machines 6174:Entanglement-assisted 6135:quantum convolutional 5810:Quantum coin flipping 5775:Quantum teleportation 5736:entanglement-assisted 5566:DiVincenzo's criteria 5404: 5361:, under the distance 5356: 5324: 5298: 5275:probability amplitude 5268: 5199:topological automaton 5179: 5152:to take the place of 5128:. This is due to the 5100: 5073: 5034: 4937: 4909: 4877: 4790: 4763: 4743: 4703: 4570: 4521: 4501: 4466: 4439: 4412: 4392: 4372: 4292: 4272: 4238: 4149: 4118: 4087: 4056: 4021: 3990: 3959: 3925: 3863: 3843: 3812: 3748: 3721: 3694: 3656: 3569: 3536: 3503: 3472: 3449: 3361: 3320:Measure-many automata 3307: 3305:{\displaystyle U_{1}} 3280: 3278:{\displaystyle U_{0}} 3253: 3251:{\displaystyle a_{2}} 3226: 3224:{\displaystyle a_{1}} 3196: 3117: 3082: 3044: 2982: 2980:{\displaystyle S_{1}} 2952: 2880: 2808: 2638: 2592: 2347: 2309: 2289: 2261: 2241: 2210: 2190: 2162: 2129: 2064: 2044: 2013: 1894: 1820: 1745: 1722:, the probability of 1717: 1689: 1669: 1647: 1617:quantum semiautomaton 1610: 1524: 1462: 1427: 1399: 1379: 1353: 1324: 1279: 1246: 1244:{\displaystyle (N-1)} 1214: 1162: 1142: 1111: 1091: 1057:Measure-once automata 1017: 966: 934: 849: 765: 724: 672: 641:matrix multiplication 634: 565: 506: 465: 426: 379: 352: 326: 305:matrix multiplication 239: 204: 181: 154: 5985:processor benchmarks 5914:Quantum optimization 5797:Quantum cryptography 5608:physical vs. logical 5423:Quantum Markov chain 5381: 5333: 5307: 5281: 5221: 5207:topological dynamics 5197:is accepted by this 5156: 5082: 5046: 4957: 4918: 4907:{\displaystyle p(x)} 4889: 4824: 4772: 4752: 4724: 4585: 4533: 4510: 4475: 4448: 4421: 4401: 4381: 4304: 4281: 4254: 4161: 4127: 4096: 4065: 4030: 3999: 3968: 3937: 3875: 3852: 3824: 3760: 3730: 3703: 3676: 3581: 3545: 3512: 3481: 3461: 3376: 3368:orthogonal subspaces 3339: 3289: 3262: 3235: 3208: 3137: 3091: 3056: 2994: 2964: 2895: 2823: 2650: 2607: 2468: 2318: 2298: 2270: 2250: 2230: 2199: 2171: 2144: 2076: 2053: 2025: 1906: 1832: 1757: 1726: 1698: 1678: 1658: 1630: 1536: 1474: 1436: 1408: 1388: 1362: 1335: 1307: 1262: 1223: 1171: 1151: 1123: 1100: 1080: 1072:As with an ordinary 1067:James P. Crutchfield 1036:hidden Markov models 994: 943: 911: 825: 741: 700: 654: 574: 545: 482: 447: 388: 361: 335: 315: 279:Informal description 265:stochastic languages 216: 193: 163: 92: 5698:Quantum speed limit 5593:Quantum programming 5588:Quantum information 5371:geometric automaton 5367:Fubini–Study metric 5122:push-down automaton 4944:quantum decoherence 4805:quantum logic gates 4797:controlled NOT gate 3327:quantum measurement 2786: 2758: 2692: 2675: 2643:normalized so that 2378: 2217:Hermitian transpose 1674:, so that, given a 1297:transition matrices 1286:Fubini–Study metric 977:Schrödinger picture 643:(that is, multiply 443:, then each matrix 263:, nor are they the 6347:Forest/Rigetti QCS 6083:quantum logic gate 5869:Bernstein–Vazirani 5856:Quantum algorithms 5731:Classical capacity 5615:Quantum processors 5598:Quantum simulation 5488:(2000) pp 275-306. 5399: 5351: 5319: 5293: 5263: 5174: 5142:topological spaces 5130:no-cloning theorem 5095: 5068: 5029: 4932: 4904: 4872: 4801:Hadamard transform 4785: 4758: 4738: 4698: 4641: 4565: 4516: 4496: 4461: 4434: 4407: 4387: 4367: 4287: 4267: 4233: 4144: 4113: 4082: 4051: 4016: 3985: 3954: 3920: 3858: 3838: 3807: 3743: 3716: 3689: 3651: 3564: 3531: 3498: 3467: 3444: 3356: 3302: 3275: 3248: 3221: 3191: 3128:regular expression 3112: 3077: 3039: 3033: 2977: 2947: 2941: 2875: 2869: 2803: 2772: 2744: 2735: 2695: 2678: 2661: 2633: 2587: 2581: 2374: 2342: 2304: 2284: 2256: 2236: 2226:over the alphabet 2205: 2185: 2157: 2124: 2059: 2039: 2008: 1889: 1815: 1740: 1712: 1684: 1664: 1642: 1605: 1519: 1457: 1432:to its next state 1422: 1394: 1374: 1348: 1319: 1274: 1241: 1209: 1157: 1137: 1106: 1086: 1012: 961: 929: 887:probability vector 844: 815:indicator function 760: 719: 667: 629: 560: 501: 460: 421: 374: 347: 321: 297:adjacency matrices 287:interpretation of 234: 199: 176: 149: 6403: 6402: 6314: 6313: 6211:Linear optical QC 5992:Quantum supremacy 5946:complexity theory 5899:Quantum annealing 5850: 5849: 5787:Superdense coding 5576:Quantum computing 4761:{\displaystyle P} 4718:quantum computers 4716:As of 2019, most 4619: 4458: 4431: 4390:{\displaystyle Q} 4361: 4348: 4264: 4199: 4171: 4141: 4110: 4079: 4013: 3982: 3951: 3804: 3770: 3740: 3713: 3686: 3645: 3595: 3555: 3522: 3470:{\displaystyle Q} 3441: 3424: 3407: 2456: 2455: 2438: 2437: 2382:  Input 2259:{\displaystyle p} 2021:Here, the vector 1687:{\displaystyle N} 1667:{\displaystyle P} 1653:projection matrix 1532:Thus, the triple 1293:state transitions 1219:is an element of 1160:{\displaystyle N} 1109:{\displaystyle N} 1089:{\displaystyle N} 1040:Viterbi algorithm 985:measure-theoretic 883:stochastic matrix 876:regular languages 792:homogeneous space 528:abuse of notation 273:quantum languages 271:. Study of these 257:regular languages 56:quantum computers 32:quantum computing 16:(Redirected from 6428: 6393: 6392: 6383: 6382: 6189: 6119:error correction 6048:computing models 6014:Relaxation times 5904:Quantum counting 5793: 5741:quantum capacity 5688:No-teleportation 5673:No-communication 5545: 5538: 5531: 5522: 5515: 5512: 5506: 5495: 5489: 5476: 5467: 5466: 5465:, pp. 66–75 5452: 5408: 5406: 5405: 5400: 5398: 5397: 5388: 5375:metric automaton 5360: 5358: 5357: 5352: 5350: 5349: 5340: 5328: 5326: 5325: 5320: 5302: 5300: 5299: 5294: 5272: 5270: 5269: 5264: 5262: 5261: 5231: 5183: 5181: 5180: 5175: 5173: 5172: 5163: 5104: 5102: 5101: 5096: 5094: 5093: 5077: 5075: 5074: 5069: 5058: 5057: 5038: 5036: 5035: 5030: 5022: 5021: 4997: 4996: 4981: 4980: 4941: 4939: 4938: 4933: 4925: 4913: 4911: 4910: 4905: 4881: 4879: 4878: 4873: 4862: 4861: 4852: 4794: 4792: 4791: 4786: 4784: 4783: 4767: 4765: 4764: 4759: 4747: 4745: 4744: 4739: 4731: 4707: 4705: 4704: 4699: 4694: 4693: 4684: 4676: 4675: 4657: 4656: 4640: 4633: 4632: 4612: 4611: 4602: 4597: 4596: 4574: 4572: 4571: 4566: 4564: 4525: 4523: 4522: 4517: 4505: 4503: 4502: 4497: 4492: 4491: 4482: 4470: 4468: 4467: 4462: 4460: 4459: 4456: 4443: 4441: 4440: 4435: 4433: 4432: 4429: 4416: 4414: 4413: 4408: 4396: 4394: 4393: 4388: 4376: 4374: 4373: 4368: 4363: 4362: 4359: 4350: 4349: 4346: 4337: 4336: 4296: 4294: 4293: 4288: 4276: 4274: 4273: 4268: 4266: 4265: 4262: 4242: 4240: 4239: 4234: 4229: 4228: 4216: 4215: 4206: 4201: 4200: 4197: 4173: 4172: 4169: 4153: 4151: 4150: 4145: 4143: 4142: 4139: 4137: 4136: 4122: 4120: 4119: 4114: 4112: 4111: 4108: 4106: 4105: 4091: 4089: 4088: 4083: 4081: 4080: 4077: 4075: 4074: 4060: 4058: 4057: 4052: 4047: 4046: 4037: 4025: 4023: 4022: 4017: 4015: 4014: 4011: 4009: 4008: 3994: 3992: 3991: 3986: 3984: 3983: 3980: 3978: 3977: 3963: 3961: 3960: 3955: 3953: 3952: 3949: 3947: 3946: 3929: 3927: 3926: 3921: 3913: 3908: 3907: 3892: 3891: 3882: 3867: 3865: 3864: 3859: 3847: 3845: 3844: 3839: 3831: 3816: 3814: 3813: 3808: 3806: 3805: 3802: 3800: 3799: 3789: 3788: 3783: 3782: 3772: 3771: 3768: 3752: 3750: 3749: 3744: 3742: 3741: 3738: 3725: 3723: 3722: 3717: 3715: 3714: 3711: 3698: 3696: 3695: 3690: 3688: 3687: 3684: 3660: 3658: 3657: 3652: 3647: 3646: 3643: 3628: 3614: 3597: 3596: 3593: 3591: 3590: 3573: 3571: 3570: 3565: 3557: 3556: 3553: 3540: 3538: 3537: 3532: 3524: 3523: 3520: 3507: 3505: 3504: 3499: 3497: 3496: 3491: 3490: 3476: 3474: 3473: 3468: 3453: 3451: 3450: 3445: 3443: 3442: 3439: 3437: 3436: 3426: 3425: 3422: 3420: 3419: 3409: 3408: 3405: 3403: 3402: 3392: 3391: 3386: 3385: 3365: 3363: 3362: 3357: 3355: 3354: 3349: 3348: 3311: 3309: 3308: 3303: 3301: 3300: 3284: 3282: 3281: 3276: 3274: 3273: 3257: 3255: 3254: 3249: 3247: 3246: 3230: 3228: 3227: 3222: 3220: 3219: 3200: 3198: 3197: 3192: 3188: 3187: 3178: 3177: 3165: 3164: 3152: 3151: 3124:regular language 3121: 3119: 3118: 3113: 3108: 3107: 3098: 3086: 3084: 3083: 3078: 3073: 3072: 3063: 3048: 3046: 3045: 3040: 3038: 3037: 2986: 2984: 2983: 2978: 2976: 2975: 2956: 2954: 2953: 2948: 2946: 2945: 2907: 2906: 2884: 2882: 2881: 2876: 2874: 2873: 2835: 2834: 2812: 2810: 2809: 2804: 2796: 2795: 2785: 2780: 2768: 2767: 2757: 2752: 2740: 2739: 2732: 2731: 2718: 2717: 2700: 2699: 2691: 2686: 2674: 2669: 2642: 2640: 2639: 2634: 2632: 2631: 2619: 2618: 2596: 2594: 2593: 2588: 2586: 2585: 2578: 2577: 2564: 2563: 2540: 2539: 2530: 2525: 2524: 2509: 2508: 2499: 2494: 2493: 2475: 2460:bra–ket notation 2452: 2379: 2370: 2369: 2351: 2349: 2348: 2343: 2313: 2311: 2310: 2305: 2293: 2291: 2290: 2285: 2277: 2265: 2263: 2262: 2257: 2245: 2243: 2242: 2237: 2214: 2212: 2211: 2206: 2194: 2192: 2191: 2186: 2178: 2166: 2164: 2163: 2158: 2156: 2155: 2133: 2131: 2130: 2125: 2123: 2122: 2107: 2068: 2066: 2065: 2060: 2048: 2046: 2045: 2040: 2032: 2017: 2015: 2014: 2009: 2007: 2006: 1991: 1986: 1985: 1984: 1983: 1969: 1968: 1967: 1966: 1949: 1948: 1947: 1946: 1898: 1896: 1895: 1890: 1885: 1884: 1866: 1865: 1853: 1852: 1824: 1822: 1821: 1816: 1814: 1813: 1798: 1778: 1770: 1749: 1747: 1746: 1741: 1733: 1721: 1719: 1718: 1713: 1705: 1693: 1691: 1690: 1685: 1673: 1671: 1670: 1665: 1651: 1649: 1648: 1643: 1614: 1612: 1611: 1606: 1584: 1583: 1559: 1558: 1553: 1528: 1526: 1525: 1520: 1512: 1507: 1506: 1491: 1490: 1481: 1466: 1464: 1463: 1458: 1453: 1452: 1443: 1431: 1429: 1428: 1423: 1415: 1403: 1401: 1400: 1395: 1383: 1381: 1380: 1375: 1357: 1355: 1354: 1349: 1347: 1346: 1330:unitary matrices 1328: 1326: 1325: 1320: 1301:de Bruijn graphs 1283: 1281: 1280: 1275: 1250: 1248: 1247: 1242: 1218: 1216: 1215: 1210: 1205: 1204: 1199: 1178: 1166: 1164: 1163: 1158: 1146: 1144: 1143: 1138: 1130: 1115: 1113: 1112: 1107: 1095: 1093: 1092: 1087: 1074:finite automaton 1032:machine learning 1021: 1019: 1018: 1013: 1011: 1010: 1001: 970: 968: 967: 962: 960: 959: 950: 938: 936: 935: 930: 928: 927: 918: 861:characteristic 2 853: 851: 850: 845: 840: 839: 772:unitary matrices 769: 767: 766: 761: 756: 755: 728: 726: 725: 720: 715: 714: 690:linear operators 676: 674: 673: 668: 666: 665: 638: 636: 635: 630: 625: 624: 615: 614: 605: 604: 595: 594: 569: 567: 566: 561: 510: 508: 507: 502: 494: 493: 469: 467: 466: 461: 459: 458: 430: 428: 427: 422: 408: 403: 402: 383: 381: 380: 375: 373: 372: 356: 354: 353: 348: 330: 328: 327: 322: 243: 241: 240: 235: 208: 206: 205: 200: 185: 183: 182: 177: 175: 174: 158: 156: 155: 150: 145: 144: 126: 125: 113: 112: 21: 6436: 6435: 6431: 6430: 6429: 6427: 6426: 6425: 6421:Finite automata 6406: 6405: 6404: 6399: 6371: 6321: 6310: 6283:Superconducting 6277: 6243: 6234:Neutral atom QC 6226:Ultracold atoms 6220: 6185:implementations 6184: 6178: 6118: 6111: 6078:Quantum circuit 6046: 6040: 6034: 6024: 5984: 5978: 5945: 5938: 5894:Hidden subgroup 5846: 5835:other protocols 5791: 5768:quantum network 5763:Quantum channel 5723: 5717: 5663:No-broadcasting 5653:Gottesman–Knill 5626: 5554: 5549: 5519: 5518: 5513: 5509: 5496: 5492: 5477: 5470: 5454: 5453: 5446: 5441: 5419: 5389: 5379: 5378: 5341: 5331: 5330: 5305: 5304: 5279: 5278: 5253: 5219: 5218: 5195:formal language 5164: 5154: 5153: 5138: 5085: 5080: 5079: 5049: 5044: 5043: 5007: 4988: 4960: 4955: 4954: 4916: 4915: 4887: 4886: 4853: 4822: 4821: 4775: 4770: 4769: 4750: 4749: 4722: 4721: 4714: 4685: 4667: 4648: 4624: 4603: 4588: 4583: 4582: 4531: 4530: 4508: 4507: 4483: 4473: 4472: 4451: 4446: 4445: 4424: 4419: 4418: 4399: 4398: 4379: 4378: 4354: 4341: 4328: 4302: 4301: 4279: 4278: 4257: 4252: 4251: 4220: 4207: 4192: 4164: 4159: 4158: 4130: 4125: 4124: 4099: 4094: 4093: 4068: 4063: 4062: 4038: 4028: 4027: 4002: 3997: 3996: 3971: 3966: 3965: 3940: 3935: 3934: 3899: 3883: 3873: 3872: 3850: 3849: 3822: 3821: 3793: 3776: 3763: 3758: 3757: 3733: 3728: 3727: 3706: 3701: 3700: 3679: 3674: 3673: 3638: 3584: 3579: 3578: 3548: 3543: 3542: 3515: 3510: 3509: 3484: 3479: 3478: 3459: 3458: 3430: 3413: 3396: 3379: 3374: 3373: 3342: 3337: 3336: 3322: 3292: 3287: 3286: 3265: 3260: 3259: 3238: 3233: 3232: 3211: 3206: 3205: 3179: 3169: 3156: 3143: 3135: 3134: 3099: 3089: 3088: 3064: 3054: 3053: 3032: 3031: 3026: 3020: 3019: 3014: 3004: 2992: 2991: 2967: 2962: 2961: 2940: 2939: 2934: 2928: 2927: 2922: 2912: 2898: 2893: 2892: 2868: 2867: 2862: 2856: 2855: 2850: 2840: 2826: 2821: 2820: 2787: 2759: 2734: 2733: 2723: 2720: 2719: 2709: 2702: 2694: 2693: 2654: 2648: 2647: 2623: 2610: 2605: 2604: 2602:complex numbers 2580: 2579: 2569: 2566: 2565: 2555: 2548: 2531: 2516: 2500: 2485: 2466: 2465: 2447: 2434: 2428: 2422: 2414: 2408: 2402: 2383: 2358: 2316: 2315: 2296: 2295: 2268: 2267: 2248: 2247: 2228: 2227: 2197: 2196: 2169: 2168: 2147: 2142: 2141: 2114: 2074: 2073: 2051: 2050: 2023: 2022: 1998: 1975: 1970: 1958: 1953: 1938: 1933: 1904: 1903: 1876: 1857: 1844: 1830: 1829: 1805: 1755: 1754: 1724: 1723: 1696: 1695: 1676: 1675: 1656: 1655: 1628: 1627: 1575: 1548: 1534: 1533: 1498: 1482: 1472: 1471: 1444: 1434: 1433: 1406: 1405: 1386: 1385: 1360: 1359: 1338: 1333: 1332: 1305: 1304: 1260: 1259: 1221: 1220: 1194: 1169: 1168: 1149: 1148: 1121: 1120: 1098: 1097: 1078: 1077: 1059: 1002: 992: 991: 951: 941: 940: 919: 909: 908: 831: 823: 822: 813:; it’s just an 747: 739: 738: 706: 698: 697: 657: 652: 651: 649: 616: 606: 596: 586: 572: 571: 543: 542: 536: 517: 485: 480: 479: 450: 445: 444: 394: 386: 385: 364: 359: 358: 333: 332: 313: 312: 285:graph-theoretic 281: 214: 213: 191: 190: 166: 161: 160: 136: 117: 104: 90: 89: 28: 23: 22: 15: 12: 11: 5: 6434: 6432: 6424: 6423: 6418: 6408: 6407: 6401: 6400: 6398: 6397: 6387: 6376: 6373: 6372: 6370: 6369: 6367:many others... 6364: 6359: 6354: 6349: 6340: 6326: 6324: 6316: 6315: 6312: 6311: 6309: 6308: 6303: 6298: 6293: 6287: 6285: 6279: 6278: 6276: 6275: 6270: 6265: 6260: 6254: 6252: 6245: 6244: 6242: 6241: 6239:Trapped-ion QC 6236: 6230: 6228: 6222: 6221: 6219: 6218: 6213: 6208: 6203: 6197: 6195: 6193:Quantum optics 6186: 6180: 6179: 6177: 6176: 6171: 6170: 6169: 6162: 6157: 6152: 6147: 6142: 6137: 6132: 6123: 6121: 6113: 6112: 6110: 6109: 6104: 6099: 6098: 6097: 6087: 6086: 6085: 6075: 6074: 6073: 6063: 6058: 6052: 6050: 6042: 6041: 6039: 6038: 6037: 6036: 6032: 6026: 6022: 6011: 6010: 6009: 5999: 5997:Quantum volume 5994: 5988: 5986: 5980: 5979: 5977: 5976: 5971: 5966: 5961: 5956: 5950: 5948: 5940: 5939: 5937: 5936: 5931: 5926: 5921: 5916: 5911: 5906: 5901: 5896: 5891: 5886: 5881: 5876: 5874:Boson sampling 5871: 5866: 5860: 5858: 5852: 5851: 5848: 5847: 5845: 5844: 5839: 5838: 5837: 5832: 5827: 5817: 5812: 5807: 5801: 5799: 5790: 5789: 5784: 5783: 5782: 5772: 5771: 5770: 5760: 5755: 5750: 5745: 5744: 5743: 5738: 5727: 5725: 5719: 5718: 5716: 5715: 5710: 5708:Solovay–Kitaev 5705: 5700: 5695: 5690: 5685: 5680: 5675: 5670: 5665: 5660: 5655: 5650: 5645: 5640: 5634: 5632: 5628: 5627: 5625: 5624: 5623: 5622: 5612: 5611: 5610: 5600: 5595: 5590: 5585: 5584: 5583: 5573: 5568: 5562: 5560: 5556: 5555: 5550: 5548: 5547: 5540: 5533: 5525: 5517: 5516: 5507: 5490: 5468: 5443: 5442: 5440: 5437: 5436: 5435: 5430: 5425: 5418: 5415: 5396: 5392: 5387: 5348: 5344: 5339: 5318: 5315: 5312: 5303:and the point 5292: 5289: 5286: 5260: 5256: 5252: 5249: 5246: 5243: 5240: 5237: 5234: 5230: 5227: 5190:open functions 5171: 5167: 5162: 5148:-dimensional) 5137: 5134: 5115:mixing process 5092: 5088: 5067: 5064: 5061: 5056: 5052: 5040: 5039: 5028: 5025: 5020: 5017: 5014: 5010: 5006: 5003: 5000: 4995: 4991: 4987: 4984: 4979: 4976: 4973: 4970: 4967: 4963: 4931: 4928: 4924: 4903: 4900: 4897: 4894: 4883: 4882: 4871: 4868: 4865: 4860: 4856: 4851: 4847: 4844: 4841: 4838: 4835: 4832: 4829: 4782: 4778: 4757: 4748:, measurement 4737: 4734: 4730: 4713: 4710: 4709: 4708: 4697: 4692: 4688: 4683: 4679: 4674: 4670: 4666: 4663: 4660: 4655: 4651: 4647: 4644: 4639: 4636: 4631: 4627: 4622: 4618: 4615: 4610: 4606: 4601: 4595: 4591: 4576: 4575: 4563: 4559: 4556: 4553: 4550: 4547: 4544: 4541: 4538: 4515: 4495: 4490: 4486: 4481: 4454: 4427: 4406: 4386: 4366: 4357: 4353: 4344: 4340: 4335: 4331: 4327: 4324: 4321: 4318: 4315: 4312: 4309: 4286: 4260: 4244: 4243: 4232: 4227: 4223: 4219: 4214: 4210: 4205: 4195: 4191: 4188: 4185: 4182: 4179: 4176: 4167: 4135: 4104: 4073: 4050: 4045: 4041: 4036: 4007: 3976: 3945: 3931: 3930: 3919: 3916: 3912: 3906: 3902: 3898: 3895: 3890: 3886: 3881: 3857: 3837: 3834: 3830: 3818: 3817: 3798: 3792: 3787: 3781: 3775: 3766: 3736: 3709: 3682: 3662: 3661: 3650: 3641: 3637: 3634: 3631: 3627: 3623: 3620: 3617: 3613: 3609: 3606: 3603: 3600: 3589: 3563: 3560: 3551: 3530: 3527: 3518: 3495: 3489: 3466: 3455: 3454: 3435: 3429: 3418: 3412: 3401: 3395: 3390: 3384: 3353: 3347: 3321: 3318: 3299: 3295: 3272: 3268: 3245: 3241: 3218: 3214: 3202: 3201: 3186: 3182: 3176: 3172: 3168: 3163: 3159: 3155: 3150: 3146: 3142: 3111: 3106: 3102: 3097: 3076: 3071: 3067: 3062: 3050: 3049: 3036: 3030: 3027: 3025: 3022: 3021: 3018: 3015: 3013: 3010: 3009: 3007: 3002: 2999: 2974: 2970: 2958: 2957: 2944: 2938: 2935: 2933: 2930: 2929: 2926: 2923: 2921: 2918: 2917: 2915: 2910: 2905: 2901: 2886: 2885: 2872: 2866: 2863: 2861: 2858: 2857: 2854: 2851: 2849: 2846: 2845: 2843: 2838: 2833: 2829: 2814: 2813: 2802: 2799: 2794: 2790: 2784: 2779: 2775: 2771: 2766: 2762: 2756: 2751: 2747: 2743: 2738: 2730: 2726: 2722: 2721: 2716: 2712: 2708: 2707: 2705: 2698: 2690: 2685: 2681: 2673: 2668: 2664: 2660: 2659: 2657: 2630: 2626: 2622: 2617: 2613: 2598: 2597: 2584: 2576: 2572: 2568: 2567: 2562: 2558: 2554: 2553: 2551: 2546: 2543: 2538: 2534: 2529: 2523: 2519: 2515: 2512: 2507: 2503: 2498: 2492: 2488: 2484: 2481: 2478: 2474: 2454: 2453: 2442: 2439: 2436: 2435: 2432: 2429: 2426: 2423: 2420: 2416: 2415: 2412: 2409: 2406: 2403: 2400: 2396: 2395: 2390: 2385: 2357: 2354: 2341: 2338: 2335: 2332: 2329: 2326: 2323: 2303: 2283: 2280: 2276: 2255: 2235: 2204: 2184: 2181: 2177: 2154: 2150: 2135: 2134: 2121: 2117: 2113: 2110: 2106: 2102: 2099: 2096: 2093: 2090: 2087: 2084: 2081: 2058: 2038: 2035: 2031: 2019: 2018: 2005: 2001: 1997: 1994: 1990: 1982: 1978: 1973: 1965: 1961: 1956: 1952: 1945: 1941: 1936: 1932: 1929: 1926: 1923: 1920: 1917: 1914: 1911: 1888: 1883: 1879: 1875: 1872: 1869: 1864: 1860: 1856: 1851: 1847: 1843: 1840: 1837: 1826: 1825: 1812: 1808: 1804: 1801: 1797: 1793: 1790: 1787: 1784: 1781: 1777: 1773: 1769: 1765: 1762: 1739: 1736: 1732: 1711: 1708: 1704: 1683: 1663: 1641: 1638: 1635: 1604: 1601: 1598: 1595: 1592: 1588: 1582: 1578: 1574: 1571: 1568: 1565: 1562: 1557: 1552: 1547: 1544: 1541: 1530: 1529: 1518: 1515: 1511: 1505: 1501: 1497: 1494: 1489: 1485: 1480: 1456: 1451: 1447: 1442: 1421: 1418: 1414: 1393: 1373: 1370: 1367: 1345: 1341: 1318: 1315: 1312: 1273: 1270: 1267: 1255:, carrying an 1240: 1237: 1234: 1231: 1228: 1208: 1203: 1198: 1193: 1190: 1187: 1184: 1181: 1177: 1156: 1136: 1133: 1129: 1105: 1085: 1058: 1055: 1009: 1005: 1000: 958: 954: 949: 926: 922: 917: 843: 838: 834: 830: 759: 754: 750: 746: 718: 713: 709: 705: 683:linear algebra 664: 660: 647: 628: 623: 619: 613: 609: 603: 599: 593: 589: 585: 582: 579: 559: 556: 553: 550: 534: 515: 500: 497: 492: 488: 457: 453: 420: 417: 414: 411: 407: 401: 397: 393: 371: 367: 346: 343: 340: 320: 293:directed graph 280: 277: 233: 230: 227: 224: 221: 198: 186:from a finite 173: 169: 148: 143: 139: 135: 132: 129: 124: 120: 116: 111: 107: 103: 100: 97: 26: 24: 14: 13: 10: 9: 6: 4: 3: 2: 6433: 6422: 6419: 6417: 6414: 6413: 6411: 6396: 6388: 6386: 6378: 6377: 6374: 6368: 6365: 6363: 6360: 6358: 6355: 6353: 6350: 6348: 6344: 6341: 6339: 6335: 6331: 6328: 6327: 6325: 6323: 6317: 6307: 6304: 6302: 6299: 6297: 6294: 6292: 6289: 6288: 6286: 6284: 6280: 6274: 6271: 6269: 6266: 6264: 6263:Spin qubit QC 6261: 6259: 6256: 6255: 6253: 6250: 6246: 6240: 6237: 6235: 6232: 6231: 6229: 6227: 6223: 6217: 6214: 6212: 6209: 6207: 6204: 6202: 6199: 6198: 6196: 6194: 6190: 6187: 6181: 6175: 6172: 6168: 6167: 6163: 6161: 6158: 6156: 6153: 6151: 6148: 6146: 6143: 6141: 6138: 6136: 6133: 6131: 6128: 6127: 6125: 6124: 6122: 6120: 6114: 6108: 6105: 6103: 6100: 6096: 6093: 6092: 6091: 6088: 6084: 6081: 6080: 6079: 6076: 6072: 6071:cluster state 6069: 6068: 6067: 6064: 6062: 6059: 6057: 6054: 6053: 6051: 6049: 6043: 6035: 6031: 6027: 6025: 6021: 6017: 6016: 6015: 6012: 6008: 6005: 6004: 6003: 6000: 5998: 5995: 5993: 5990: 5989: 5987: 5981: 5975: 5972: 5970: 5967: 5965: 5962: 5960: 5957: 5955: 5952: 5951: 5949: 5947: 5941: 5935: 5932: 5930: 5927: 5925: 5922: 5920: 5917: 5915: 5912: 5910: 5907: 5905: 5902: 5900: 5897: 5895: 5892: 5890: 5887: 5885: 5882: 5880: 5879:Deutsch–Jozsa 5877: 5875: 5872: 5870: 5867: 5865: 5862: 5861: 5859: 5857: 5853: 5843: 5840: 5836: 5833: 5831: 5828: 5826: 5823: 5822: 5821: 5818: 5816: 5815:Quantum money 5813: 5811: 5808: 5806: 5803: 5802: 5800: 5798: 5794: 5788: 5785: 5781: 5778: 5777: 5776: 5773: 5769: 5766: 5765: 5764: 5761: 5759: 5756: 5754: 5751: 5749: 5746: 5742: 5739: 5737: 5734: 5733: 5732: 5729: 5728: 5726: 5724:communication 5720: 5714: 5711: 5709: 5706: 5704: 5701: 5699: 5696: 5694: 5691: 5689: 5686: 5684: 5681: 5679: 5676: 5674: 5671: 5669: 5666: 5664: 5661: 5659: 5656: 5654: 5651: 5649: 5646: 5644: 5641: 5639: 5636: 5635: 5633: 5629: 5621: 5618: 5617: 5616: 5613: 5609: 5606: 5605: 5604: 5601: 5599: 5596: 5594: 5591: 5589: 5586: 5582: 5579: 5578: 5577: 5574: 5572: 5569: 5567: 5564: 5563: 5561: 5557: 5553: 5546: 5541: 5539: 5534: 5532: 5527: 5526: 5523: 5511: 5508: 5504: 5500: 5494: 5491: 5487: 5483: 5482: 5475: 5473: 5469: 5464: 5463: 5458: 5455:Kondacs, A.; 5451: 5449: 5445: 5438: 5434: 5433:Real computer 5431: 5429: 5426: 5424: 5421: 5420: 5416: 5414: 5412: 5394: 5390: 5376: 5372: 5368: 5365:given by the 5364: 5346: 5342: 5313: 5287: 5276: 5258: 5247: 5241: 5232: 5216: 5210: 5208: 5204: 5200: 5196: 5191: 5187: 5169: 5165: 5151: 5147: 5143: 5135: 5133: 5131: 5127: 5126:stack machine 5123: 5118: 5116: 5112: 5106: 5090: 5086: 5062: 5054: 5050: 5026: 5023: 5018: 5015: 5012: 5008: 5001: 4993: 4989: 4985: 4982: 4974: 4968: 4965: 4961: 4953: 4952: 4951: 4949: 4945: 4926: 4898: 4892: 4869: 4866: 4858: 4854: 4842: 4836: 4833: 4830: 4827: 4820: 4819: 4818: 4817: 4813: 4808: 4806: 4802: 4798: 4780: 4776: 4755: 4732: 4719: 4711: 4690: 4686: 4672: 4668: 4664: 4661: 4658: 4653: 4649: 4642: 4637: 4634: 4629: 4625: 4620: 4616: 4608: 4604: 4593: 4589: 4581: 4580: 4579: 4554: 4551: 4545: 4542: 4539: 4536: 4529: 4528: 4527: 4513: 4488: 4484: 4452: 4425: 4384: 4355: 4351: 4342: 4338: 4333: 4329: 4325: 4322: 4319: 4313: 4310: 4298: 4284: 4258: 4247: 4230: 4225: 4208: 4193: 4186: 4180: 4174: 4165: 4157: 4156: 4155: 4039: 3914: 3904: 3900: 3896: 3884: 3871: 3870: 3869: 3855: 3832: 3785: 3773: 3764: 3756: 3755: 3754: 3734: 3707: 3680: 3671: 3667: 3639: 3635: 3629: 3621: 3615: 3604: 3601: 3598: 3577: 3576: 3575: 3561: 3558: 3549: 3528: 3525: 3516: 3493: 3464: 3427: 3410: 3393: 3388: 3372: 3371: 3370: 3369: 3351: 3335: 3334:Hilbert space 3330: 3328: 3319: 3317: 3315: 3314:de Rham curve 3297: 3293: 3270: 3266: 3243: 3239: 3216: 3212: 3184: 3174: 3166: 3161: 3157: 3148: 3144: 3133: 3132: 3131: 3129: 3125: 3104: 3100: 3069: 3065: 3034: 3028: 3023: 3016: 3011: 3005: 3000: 2997: 2990: 2989: 2988: 2972: 2968: 2942: 2936: 2931: 2924: 2919: 2913: 2908: 2903: 2899: 2891: 2890: 2889: 2870: 2864: 2859: 2852: 2847: 2841: 2836: 2831: 2827: 2819: 2818: 2817: 2800: 2797: 2792: 2788: 2782: 2777: 2773: 2769: 2764: 2760: 2754: 2749: 2745: 2741: 2736: 2728: 2724: 2714: 2710: 2703: 2696: 2688: 2683: 2679: 2671: 2666: 2662: 2655: 2646: 2645: 2644: 2628: 2624: 2620: 2615: 2611: 2603: 2582: 2574: 2570: 2560: 2556: 2549: 2544: 2536: 2532: 2521: 2517: 2513: 2505: 2501: 2490: 2486: 2482: 2476: 2464: 2463: 2462: 2461: 2451: 2446: 2445:State Diagram 2440: 2417: 2397: 2394: 2389: 2381: 2380: 2377: 2372: 2371: 2368: 2367: 2364:given by the 2363: 2355: 2353: 2336: 2330: 2327: 2324: 2321: 2301: 2278: 2253: 2225: 2220: 2218: 2202: 2179: 2152: 2148: 2138: 2119: 2108: 2100: 2094: 2082: 2079: 2072: 2071: 2070: 2033: 2003: 1992: 1980: 1976: 1971: 1963: 1959: 1954: 1950: 1943: 1939: 1934: 1930: 1924: 1918: 1912: 1909: 1902: 1901: 1900: 1881: 1877: 1873: 1870: 1867: 1862: 1858: 1854: 1849: 1845: 1838: 1835: 1810: 1799: 1791: 1785: 1779: 1771: 1763: 1753: 1752: 1751: 1734: 1706: 1681: 1661: 1654: 1639: 1636: 1633: 1625: 1620: 1618: 1593: 1590: 1580: 1576: 1569: 1563: 1555: 1542: 1513: 1503: 1499: 1495: 1483: 1470: 1469: 1468: 1445: 1416: 1391: 1368: 1365: 1343: 1339: 1331: 1316: 1313: 1310: 1302: 1298: 1294: 1289: 1287: 1268: 1258: 1257:inner product 1254: 1251:-dimensional 1235: 1232: 1229: 1201: 1188: 1185: 1179: 1167:-state qudit 1154: 1131: 1119: 1103: 1083: 1075: 1070: 1068: 1064: 1056: 1054: 1052: 1047: 1045: 1041: 1037: 1033: 1029: 1023: 1007: 1003: 989: 986: 982: 978: 974: 956: 952: 924: 920: 907: 902: 900: 896: 892: 888: 884: 879: 877: 873: 869: 864: 862: 858: 836: 832: 820: 816: 812: 808: 804: 800: 795: 793: 789: 788:automorphisms 785: 781: 777: 773: 752: 748: 736: 732: 711: 707: 695: 691: 686: 684: 680: 662: 658: 646: 642: 626: 621: 617: 611: 607: 601: 597: 591: 587: 583: 580: 577: 557: 554: 551: 548: 540: 533: 529: 525: 521: 514: 498: 495: 490: 486: 477: 473: 455: 451: 442: 438: 434: 412: 409: 399: 395: 369: 365: 341: 338: 308: 306: 302: 301:column vector 298: 294: 290: 286: 278: 276: 274: 270: 266: 262: 258: 254: 249: 247: 228: 222: 219: 212: 189: 171: 167: 141: 137: 133: 130: 127: 122: 118: 114: 109: 105: 98: 95: 88: 83: 81: 77: 73: 72:Markov chains 69: 65: 61: 57: 53: 49: 45: 41: 37: 33: 19: 6291:Charge qubit 6216:KLM protocol 6165: 6029: 6019: 5713:Purification 5643:Eastin–Knill 5510: 5502: 5497:I. Baianu, " 5493: 5485: 5479: 5460: 5411:metric space 5374: 5370: 5214: 5211: 5198: 5145: 5139: 5119: 5107: 5041: 4884: 4809: 4715: 4577: 4299: 4248: 4245: 3932: 3819: 3669: 3663: 3574:, such that 3456: 3331: 3323: 3203: 3051: 2959: 2887: 2815: 2599: 2457: 2444: 2392: 2387: 2375: 2359: 2221: 2139: 2136: 2020: 1899:is given by 1827: 1624:accept state 1621: 1531: 1290: 1284:that is the 1071: 1060: 1048: 1024: 981:mixed states 903: 899:Markov chain 880: 865: 818: 810: 802: 796: 780:distribution 778:can be some 775: 730: 693: 687: 678: 644: 538: 531: 523: 519: 512: 475: 471: 440: 436: 432: 309: 282: 272: 250: 246:accept state 84: 79: 75: 64:measure-many 63: 60:measure-once 59: 43: 39: 35: 29: 6322:programming 6301:Phase qubit 6206:Circuit QED 5678:No-deleting 5620:cloud-based 5505:pp.339-354. 5457:Watrous, J. 5273:. But this 5203:M-automaton 4816:mixed state 4795:, such the 4140:non-halting 4012:non-halting 3670:non-halting 3666:linear span 3440:non-halting 735:unit vector 526:th row. By 211:probability 159:of letters 6410:Categories 6362:libquantum 6296:Flux qubit 6201:Cavity QED 6150:Bacon–Shor 6140:stabilizer 5668:No-cloning 5217:; that is 5186:isometries 4812:pure state 4803:and other 1063:Cris Moore 1051:Ion Baianu 868:vice versa 737:, and the 439:states in 6268:NV center 5703:Threshold 5683:No-hiding 5648:Gleason's 5317:⟩ 5314:ψ 5291:⟩ 5251:⟩ 5248:ψ 5239:⟨ 5091:α 5055:α 5013:α 4994:α 4986:∫ 4975:ρ 4966:α 4930:⟩ 4927:ψ 4864:⟩ 4855:ψ 4834:∫ 4828:ρ 4781:α 4736:⟩ 4733:ψ 4696:⟩ 4662:α 4643:δ 4635:∈ 4621:∑ 4614:⟩ 4594:α 4558:→ 4552:× 4549:Σ 4546:× 4537:δ 4514:δ 4494:⟩ 4405:Σ 4323:δ 4317:Σ 4285:κ 4222:‖ 4218:⟩ 4213:′ 4209:ψ 4190:‖ 4181:σ 4175:⁡ 4049:⟩ 4044:′ 4040:ψ 3918:⟩ 3915:ψ 3905:α 3894:⟩ 3889:′ 3885:ψ 3856:α 3836:⟩ 3833:ψ 3791:→ 3636:∈ 3633:⟩ 3619:⟩ 3605:⁡ 3559:⊆ 3526:⊆ 3428:⊕ 3411:⊕ 3185:∗ 3175:∗ 3162:∗ 3149:∗ 3110:⟩ 3075:⟩ 2783:∗ 2755:∗ 2689:∗ 2672:∗ 2600:with the 2542:⟩ 2511:⟩ 2480:⟩ 2477:ψ 2337:σ 2331:⁡ 2325:≤ 2302:σ 2282:⟩ 2279:ψ 2234:Σ 2203:σ 2183:⟩ 2180:ψ 2153:α 2116:‖ 2112:⟩ 2109:ψ 2098:‖ 2089:∅ 2083:⁡ 2057:∅ 2037:⟩ 2034:ψ 2000:‖ 1996:⟩ 1993:ψ 1977:σ 1960:σ 1951:⋯ 1940:σ 1928:‖ 1919:σ 1913:⁡ 1878:σ 1871:⋯ 1859:σ 1846:σ 1836:σ 1807:‖ 1803:⟩ 1800:ψ 1789:‖ 1783:⟩ 1780:ψ 1764:ψ 1761:⟨ 1738:⟩ 1735:ψ 1710:⟩ 1707:ψ 1637:× 1597:Σ 1594:∈ 1591:α 1581:α 1567:Σ 1517:⟩ 1514:ψ 1504:α 1493:⟩ 1488:′ 1484:ψ 1455:⟩ 1450:′ 1446:ψ 1420:⟩ 1417:ψ 1392:α 1372:Σ 1369:∈ 1366:α 1344:α 1314:× 1272:‖ 1269:⋅ 1266:‖ 1233:− 1186:∈ 1183:⟩ 1180:ψ 1135:⟩ 1132:ψ 872:languages 837:α 807:power set 753:α 712:α 663:α 612:α 602:β 592:γ 584:⋯ 558:⋯ 555:γ 552:β 549:α 496:∈ 456:α 416:Σ 413:∈ 410:α 400:α 370:α 345:Σ 342:∈ 339:α 319:Σ 253:languages 229:σ 223:⁡ 197:Σ 168:σ 138:σ 131:⋯ 119:σ 106:σ 96:σ 6330:OpenQASM 6306:Transmon 6183:Physical 5983:Quantum 5884:Grover's 5658:Holevo's 5631:Theorems 5581:timeline 5571:NISQ era 5417:See also 5377:, where 4578:so that 4377:. Here, 2224:language 1042:and the 784:manifold 357:, write 188:alphabet 6320:Quantum 6258:Kane QC 6117:Quantum 6045:Quantum 5974:PostBQP 5944:Quantum 5929:Simon's 5722:Quantum 5559:General 5111:ergodic 3664:is the 2960:Taking 2441:  2356:Example 1615:form a 1116:-state 895:simplex 6338:IBM QX 6334:Qiskit 6273:NMR QC 6251:-based 6155:Steane 6126:Codes 5924:Shor's 5830:SARG04 5638:Bell's 5363:metric 4799:, the 4109:reject 4078:accept 3981:reject 3950:accept 3803:accept 3594:accept 3423:reject 3406:accept 2384:State 530:, let 87:string 6160:Toric 5603:Qubit 5439:Notes 5373:or a 2888:and 1118:qudit 782:on a 733:by a 50:or a 42:) or 6352:Cirq 6343:Quil 6249:Spin 6145:Shor 5825:BB84 5758:LOCC 4444:and 3726:and 3602:span 3541:and 3332:The 3285:and 3231:and 1622:The 1291:The 1065:and 857:ring 679:etc. 537:and 251:The 62:and 6166:gnu 6130:CSS 6007:XEB 5969:QMA 5964:QIP 5959:EQP 5954:BQP 5934:VQE 5889:HHL 5693:PBR 5486:237 5329:in 5124:or 4457:rej 4430:acc 4360:rej 4347:acc 4263:non 4198:acc 4170:acc 4123:or 4092:or 3769:acc 3739:non 3712:rej 3699:, 3685:acc 3644:acc 3554:rej 3521:acc 3087:or 2167:on 1299:or 990:on 859:of 817:on 809:of 770:by 650:by 474:by 470:is 267:of 259:of 78:or 40:QFA 30:In 6412:: 6357:Q# 5503:33 5484:, 5471:^ 5447:^ 5209:. 5105:. 4526:, 4417:, 4397:, 4166:Pr 3995:, 3964:, 3158:01 3130:: 2352:. 2328:Pr 2222:A 2080:Pr 1910:Pr 1619:. 1467:: 1295:, 1288:. 1053:. 1022:. 901:. 863:. 685:. 677:, 524:q' 307:. 220:Pr 82:. 34:, 6345:– 6336:– 6332:– 6033:2 6030:T 6023:1 6020:T 5544:e 5537:t 5530:v 5395:N 5391:P 5386:C 5347:N 5343:P 5338:C 5311:| 5288:P 5285:| 5259:2 5255:| 5245:| 5242:P 5236:| 5233:= 5229:r 5226:P 5215:P 5170:N 5166:P 5161:C 5146:N 5087:U 5066:) 5063:x 5060:( 5051:p 5027:x 5024:d 5019:x 5016:, 5009:U 5005:) 5002:x 4999:( 4990:p 4983:= 4978:) 4972:( 4969:, 4962:U 4923:| 4902:) 4899:x 4896:( 4893:p 4870:x 4867:d 4859:x 4850:| 4846:) 4843:x 4840:( 4837:p 4831:= 4777:U 4756:P 4729:| 4691:j 4687:q 4682:| 4678:) 4673:j 4669:q 4665:, 4659:, 4654:i 4650:q 4646:( 4638:Q 4630:j 4626:q 4617:= 4609:i 4605:q 4600:| 4590:U 4562:C 4555:Q 4543:Q 4540:: 4489:0 4485:q 4480:| 4453:Q 4426:Q 4385:Q 4365:) 4356:Q 4352:; 4343:Q 4339:; 4334:0 4330:q 4326:; 4320:; 4314:; 4311:Q 4308:( 4259:P 4231:, 4226:2 4204:| 4194:P 4187:= 4184:) 4178:( 4134:H 4103:H 4072:H 4035:| 4006:H 3975:H 3944:H 3911:| 3901:U 3897:= 3880:| 3829:| 3797:H 3786:Q 3780:H 3774:: 3765:P 3735:P 3708:P 3681:P 3649:} 3640:Q 3630:q 3626:| 3622:: 3616:q 3612:| 3608:{ 3599:= 3588:H 3562:Q 3550:Q 3529:Q 3517:Q 3494:Q 3488:H 3465:Q 3434:H 3417:H 3400:H 3394:= 3389:Q 3383:H 3352:Q 3346:H 3298:1 3294:U 3271:0 3267:U 3244:2 3240:a 3217:1 3213:a 3181:) 3171:) 3167:0 3154:( 3145:1 3141:( 3105:2 3101:S 3096:| 3070:1 3066:S 3061:| 3035:] 3029:0 3024:0 3017:0 3012:1 3006:[ 3001:= 2998:P 2973:1 2969:S 2943:] 2937:1 2932:0 2925:0 2920:1 2914:[ 2909:= 2904:1 2900:U 2871:] 2865:0 2860:1 2853:1 2848:0 2842:[ 2837:= 2832:0 2828:U 2801:1 2798:= 2793:2 2789:a 2778:2 2774:a 2770:+ 2765:1 2761:a 2750:1 2746:a 2742:= 2737:] 2729:2 2725:a 2715:1 2711:a 2704:[ 2697:] 2684:2 2680:a 2667:1 2663:a 2656:[ 2629:2 2625:a 2621:, 2616:1 2612:a 2583:] 2575:2 2571:a 2561:1 2557:a 2550:[ 2545:= 2537:2 2533:S 2528:| 2522:2 2518:a 2514:+ 2506:1 2502:S 2497:| 2491:1 2487:a 2483:= 2473:| 2433:1 2431:S 2427:2 2425:S 2421:2 2419:S 2413:2 2411:S 2407:1 2405:S 2401:1 2399:S 2393:0 2388:1 2340:) 2334:( 2322:p 2275:| 2254:p 2176:| 2149:U 2120:2 2105:| 2101:P 2095:= 2092:) 2086:( 2030:| 2004:2 1989:| 1981:0 1972:U 1964:1 1955:U 1944:k 1935:U 1931:P 1925:= 1922:) 1916:( 1887:) 1882:k 1874:, 1868:, 1863:1 1855:, 1850:0 1842:( 1839:= 1811:2 1796:| 1792:P 1786:= 1776:| 1772:P 1768:| 1731:| 1703:| 1682:N 1662:P 1640:N 1634:N 1603:) 1600:} 1587:| 1577:U 1573:{ 1570:, 1564:, 1561:) 1556:N 1551:C 1546:( 1543:P 1540:( 1510:| 1500:U 1496:= 1479:| 1441:| 1413:| 1340:U 1317:N 1311:N 1239:) 1236:1 1230:N 1227:( 1207:) 1202:N 1197:C 1192:( 1189:P 1176:| 1155:N 1128:| 1104:N 1084:N 1008:N 1004:P 999:C 957:N 953:P 948:C 925:N 921:P 916:C 842:} 833:U 829:{ 819:Q 811:Q 803:q 776:q 758:} 749:U 745:{ 731:q 717:} 708:U 704:{ 694:q 659:U 648:0 645:q 627:. 622:0 618:q 608:U 598:U 588:U 581:= 578:q 539:q 535:0 532:q 520:q 516:0 513:q 499:Q 491:0 487:q 476:N 472:N 452:U 441:Q 437:N 433:Q 419:} 406:| 396:U 392:{ 366:U 232:) 226:( 172:i 147:) 142:k 134:, 128:, 123:1 115:, 110:0 102:( 99:= 38:( 20:)

Index

Quantum finite automata
quantum computing
probabilistic automata
Markov decision process
quantum computers
subshifts of finite type
Markov chains
string
alphabet
probability
accept state
languages
regular languages
deterministic finite automata
stochastic languages
probabilistic finite automata
graph-theoretic
deterministic finite automata
directed graph
adjacency matrices
column vector
matrix multiplication
abuse of notation
matrix multiplication
linear algebra
linear operators
unit vector
unitary matrices
distribution
manifold

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