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Showing 121–150 of 204 reference entries

InformationBQP and the limits of complexity-class inference

BQP consists of decision problems with uniform polynomial-size quantum circuits and bounded error, using a specified finite gate model and classical input/output.

Definition
InformationQMA, quantum witnesses and local Hamiltonians

QMA gives a polynomial-time quantum verifier a polynomial-qubit witness, accepting some witness on yes-instances and rejecting every witness on no-instances with a bounded completeness/soundness gap.

Mathematical statement
Information2026 quantum/classical proof and advice oracle separation

Bostanci, Huang and Vaikuntanathan's 2026 manuscript constructs a classical oracle O with QMA^O not contained in QCMA^O and BQP^O/qpoly not contained in BQP^O/poly, using a code-intersection problem with strong list-recovery properties.

Mathematical statement
InformationQMA versus QCMA beyond an oracle

As reviewed on 10 October 2026, the 2026 classical-oracle separation distinguishes quantum and classical witnesses within a relativized model but leaves the ordinary QMA versus QCMA relation unresolved by that result.

Open question
InformationMultiple-access capacity as a rate region

For a two-sender discrete memoryless MAC with independent messages, the capacity region is the closure of rates bounded by I(X1;Y|X2,Q), I(X2;Y|X1,Q) and I(X1,X2;Y|Q), over laws p(q)p(x1|q)p(x2|q)p(y|x1,x2).

Mathematical statement
InformationDegraded broadcast and superposition coding

For a physically degraded memoryless broadcast channel X→Y1→Y2, independent private-message rates are achieved by superposition with R2≤I(U;Y2) and R1≤I(X;Y1|U), unioned over p(u,x).

Mathematical statement
InformationRelay capacity: decode-forward and cut-set bounds

For a discrete memoryless relay law p(y2,y3|x1,x2), decode-forward achieves the maximum over p(x1,x2) of min{I(X1,X2;Y3),I(X1;Y2|X2)}.

Mathematical statement
InformationDecode-forward and compress-forward compared

Decode-forward asks a relay to recover a message or layer before forwarding cooperative codewords; a weak source-to-relay link can bottleneck it.

Definition
InformationWyner–Ziv lossy coding with decoder side information

With iid correlated (X,Y), an encoder observing X and a decoder observing Y have rate-distortion function min[I(X;U)−I(Y;U)] over U−X−Y and reconstruction x-hat(U,Y) meeting the distortion bound.

Mathematical statement
InformationInterference decoding and limits of a single strategy

Two-user interference channels require two messages decoded at their respective receivers under a joint law p(y1,y2|x1,x2).

Definition
InformationInteractive proofs and quantified soundness

An interactive proof lets a polynomial-time randomized verifier exchange messages with a computationally unbounded prover.

Definition
InformationIP=PSPACE and polynomial consistency checks

The equality IP=PSPACE refers to polynomial-time randomized verification with polynomially many interactions and an unrestricted prover.

Mathematical statement
InformationZero knowledge as a simulation property

Zero knowledge requires an efficient simulator for the verifier's allowed view without the witness, with exact, statistical or computational indistinguishability as specified.

Definition
InformationProbabilistically checkable proofs and local queries

The PCP theorem expresses NP=PCP(O(log n),O(1)): a polynomial-time verifier uses logarithmically many random bits and queries a constant number of positions in a polynomial-length proof, with completeness one and bounded soundness such as one-half.

Mathematical statement
InformationMechanized proofs, specifications and trusted components

A proof assistant checks that a term establishes a formal proposition under declared axioms and kernel rules.

Method
InformationPost-quantum standards: exact status in October 2026

NIST's project page, updated 5 August 2026 and checked 10 October, lists FIPS 203 ML-KEM, FIPS 204 ML-DSA and FIPS 205 SLH-DSA as final standards published 13 August 2024.

Definition
InformationML-KEM: module lattices, CCA model and failures

FIPS 203 ML-KEM uses module-LWE-based public-key structure and a key-encapsulation transformation targeting IND-CCA2 security.

Definition
InformationML-DSA and module-lattice signature obligations

FIPS 204 ML-DSA standardizes the Dilithium-derived module-lattice signature design, with ML-DSA-44/65/87 at security categories 2/3/5.

Definition
InformationHash-based and lattice-based signatures compared

SLH-DSA is a stateless hash-based signature design, while ML-DSA uses module-lattice structure.

Definition
InformationPost-quantum migration, hybrid composition and assurance

A migration inventory must identify long-lived confidential data, key establishment versus signatures, protocol/certificate formats and parameter/revision dependencies.

Method
InformationFinite blocklength and channel dispersion

For a binary symmetric channel with crossover probability 0<p<1/2 and fixed target block error 0<epsilon<1, the best rate has normal approximation C−sqrt(V/n) Q-inverse(epsilon)+O(log(n)/n).

Approximation
InformationCorrelated source coding and decoder side information

For independent repetitions of a finite-alphabet joint law p(x,y), an encoder observing X and a decoder possessing Y can recover X with vanishing block error at rates above H(X|Y); rates below it are impossible.

Mathematical statement
InformationRate-distortion and a declared fidelity criterion

For an iid source with law p(x) and specified distortion d(x,x-hat), R(D) minimizes mutual information over reconstruction laws meeting expected distortion D.

Mathematical statement
InformationPolar codes and successive-cancellation decoding

Arıkan's transform recursively turns a binary-input memoryless channel into synthetic channels with polarized reliabilities.

Method
InformationEntropy rates, memory and model mismatch

For a stationary finite-alphabet process the block entropy per symbol tends to an entropy rate, while correlations can make it smaller than single-symbol entropy.

Definition
InformationEncryption security as an IND-CPA experiment

In an indistinguishability experiment, an efficient adversary selects equal-length messages and receives an encryption of one chosen by a hidden random bit.

Definition
InformationChosen-ciphertext security and decryption access

Adaptive chosen-ciphertext security allows decryption queries before and after a challenge, excluding the challenge ciphertext itself under the experiment's rules.

Definition
InformationMAC unforgeability and what a forgery means

Existential unforgeability under chosen-message attack requires that an efficient adversary with a tagging oracle cannot produce a valid tag for a new message with more than negligible probability.

Definition
InformationSignature security and public verification

EUF-CMA signature security gives an adversary a public verification key and signing oracle, then tests whether it can produce a valid signature on a previously unsigned message.

Definition
InformationSecurity reductions, hybrids and concrete error

A reduction turns a successful scheme attacker into an attacker on a stated assumption, with explicitly related time, query count and success probability.

Method