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Aleksandrs Slivkins

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Budget Pacing in Repeated Auctions: Regret and Efficiency without ConvergenceITCS 20232023-01-10
Gradient-based pacing algorithms update a single multiplier per advertiser and, without ever converging to an equilibrium, guarantee expected liquid welfare at…
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Corruption Robust Exploration in Episodic Reinforcement LearningMathematics of Online Decision Making 20202020-10-23
Proposes algorithms for episodic RL under an adversarial corruptions model where an unknown number C of whole episodes can be arbitrarily altered; main…
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Bandits and Agents: How to Incentivize Exploration?Optimization and Decision-Making Under Uncertainty (Simons Institute, September 2016)2016-09-19
Claims a black-box reduction that converts any bandit algorithm into a Bayes incentive-compatible procedure by simulating the original algorithm rarely and…
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