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Optimal contract design for efficient federated learning with multi-dimensional private information,

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math.OC 1

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2026 1

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Adaptive Incentive Design with Regret Minimization

math.OC · 2026-04-07 · unverdicted · novelty 7.0

RAID algorithm achieves asymptotically minimal regret in incentive design under information asymmetry via a switching policy and a strongly consistent least-squares type estimator that relaxes persistence-of-excitation assumptions.

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  • Adaptive Incentive Design with Regret Minimization math.OC · 2026-04-07 · unverdicted · none · ref 12

    RAID algorithm achieves asymptotically minimal regret in incentive design under information asymmetry via a switching policy and a strongly consistent least-squares type estimator that relaxes persistence-of-excitation assumptions.