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Spectral independence via stability and applications to holant-type problems.arXiv preprint arXiv:2106.03366,

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cs.DS 1

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2026 1

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The Power of Test-Time Training for Approximate Sampling

cs.DS · 2026-06-09 · unverdicted · novelty 7.0

Establishes a quadratic lower bound on query complexity for sampling from large classes of distributions given approximate density oracles, answers an open question on optimality of random walks, and shows circumvention for bounded classes as an abstraction of TTT.

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  • The Power of Test-Time Training for Approximate Sampling cs.DS · 2026-06-09 · unverdicted · none · ref 3

    Establishes a quadratic lower bound on query complexity for sampling from large classes of distributions given approximate density oracles, answers an open question on optimality of random walks, and shows circumvention for bounded classes as an abstraction of TTT.