TY - GEN
T1 - Hardness of approximate optima in lattices, codes, and systems in linear equations
AU - Arora, Sanjeev
AU - Babai, Laszlo
AU - Stern, Jacques
AU - Sweedyk, Z.
PY - 1993
Y1 - 1993
N2 - We prove the following about the Nearest Lattice Vector Problem (in any lp norm), the Nearest Code-word Problem for binary codes, the problem of learning a halfspace in the presence of errors, and some other problems. 1. Approximating the optimum within any constant factor is NP-hard. 2. If for some ε>0 there exists a polynomial time algorithm that approximates the optimum within a factor of 2log(0.5-ε)n then NP is in quasi-polynomial deterministic time: NP contained in DTIME(npoly(log n)). Moreover, we show that result 2 also holds for the Shortest Lattice Vector Problem in the l∞ norm. Improving the factor 2log0.5-εn to √dim for either of the lattice problems would imply the hardness of the Shortest Vector Problem in ℓ2 norm; an old open problem. Our proofs use reductions from few-prover, one-round interactive proof systems [FL], [BG+], either directly, or through a set-cover problem.
AB - We prove the following about the Nearest Lattice Vector Problem (in any lp norm), the Nearest Code-word Problem for binary codes, the problem of learning a halfspace in the presence of errors, and some other problems. 1. Approximating the optimum within any constant factor is NP-hard. 2. If for some ε>0 there exists a polynomial time algorithm that approximates the optimum within a factor of 2log(0.5-ε)n then NP is in quasi-polynomial deterministic time: NP contained in DTIME(npoly(log n)). Moreover, we show that result 2 also holds for the Shortest Lattice Vector Problem in the l∞ norm. Improving the factor 2log0.5-εn to √dim for either of the lattice problems would imply the hardness of the Shortest Vector Problem in ℓ2 norm; an old open problem. Our proofs use reductions from few-prover, one-round interactive proof systems [FL], [BG+], either directly, or through a set-cover problem.
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M3 - Conference contribution
AN - SCOPUS:0027795348
SN - 0818643706
T3 - Annual Symposium on Foundatons of Computer Science (Proceedings)
SP - 724
EP - 733
BT - Annual Symposium on Foundatons of Computer Science (Proceedings)
A2 - Anon, null
PB - Publ by IEEE
T2 - Proceedings of the 34th Annual Symposium on Foundations of Computer Science
Y2 - 3 November 1993 through 5 November 1993
ER -