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Safe pricing mechanisms for distributed resource allocation with bandit feedback,

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The Safety-Privacy Tradeoff in Linear Bandits

math.OC · 2025-04-23 · conditional · novelty 7.0

Safe-Private Lin-UCB balances local differential privacy against safety in coupled linear bandits, with a provably unilaterally unimprovable privacy allocation for simplex safety sets under a regret budget.

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  • The Safety-Privacy Tradeoff in Linear Bandits math.OC · 2025-04-23 · conditional · none · ref 2

    Safe-Private Lin-UCB balances local differential privacy against safety in coupled linear bandits, with a provably unilaterally unimprovable privacy allocation for simplex safety sets under a regret budget.