regret minimization

Efficient Phi-Regret Minimization in Extensive-Form Games via Online Mirror Descent NeurIPS 2022 Equilibrium Finding in Normal-Form Games via Greedy Regret Minimization AAAI 2022 Fair Equilibria in Sponsored Search Auctions: The Advertisers’ Perspective IJCAI 2022 Follow-the-Perturbed-Leader for Adversarial Markov Decision Processes with Bandit Feedback NeurIPS 2022 How and Why to Manipulate Your Own Agent: On the Incentives of Users of Learning Agents NeurIPS 2022 IMED-RL: Regret optimal learning of ergodic Markov decision processes NeurIPS 2022 Instance-optimal PAC Algorithms for Contextual Bandits NeurIPS 2022 Jointly Efficient and Optimal Algorithms for Logistic Bandits AISTATS 2022 KL-UCB-Switch: Optimal Regret Bounds for Stochastic Bandits from Both a Distribution-Dependent and a Distribution-Free Viewpoints JMLR 2022 Learning Infinite-horizon Average-reward Markov Decision Process with Constraints ICML 2022 Learning in Markov games: Can we exploit a general-sum opponent? UAI 2022 Leveraging Initial Hints for Free in Stochastic Linear Bandits ALT 2022 Leveraging the Hints: Adaptive Bidding in Repeated First-Price Auctions NeurIPS 2022 Minimal Expected Regret in Linear Quadratic Control AISTATS 2022 Modeling Strong and Human-Like Gameplay with KL-Regularized Search ICML 2022 Modelling the Dynamics of Regret Minimization in Large Agent Populations: a Master Equation Approach IJCAI 2022 NaturalInversion: Data-Free Image Synthesis Improving Real-World Consistency AAAI 2022 Near-Optimal Collaborative Learning in Bandits NeurIPS 2022 Non-convex online learning via algorithmic equivalence NeurIPS 2022 No-regret learning in games with noisy feedback: Faster rates and adaptivity via learning rate separation NeurIPS 2022 On Efficient Online Imitation Learning via Classification NeurIPS 2022 Online Allocation and Learning in the Presence of Strategic Agents NeurIPS 2022 Online Influence Maximization with Node-Level Feedback Using Standard Offline Oracles AAAI 2022 Optimal-er Auctions through Attention NeurIPS 2022 Policy Optimization for Markov Games: Unified Framework and Faster Convergence NeurIPS 2022