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ProofWe first establish the following symmetry inequality for pure strategies: for allh, c∈V, Payoff(h, c) + Payoff(c, h)≤1.(7) Fixh, c∈V

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cs.LG 1

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2026 1

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UNVERDICTED 1

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Learning from Equivalence Queries, Revisited

cs.LG · 2026-04-06 · unverdicted · novelty 6.0

Tight bounds on the number of rounds are obtained for learning from equivalence queries under symmetric counterexample generators in full-information and bandit settings.

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  • Learning from Equivalence Queries, Revisited cs.LG · 2026-04-06 · unverdicted · none · ref 2

    Tight bounds on the number of rounds are obtained for learning from equivalence queries under symmetric counterexample generators in full-information and bandit settings.