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regret minimization

315 papers

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Co-occurring keywords

online learning (1777) multi-armed bandit (1098) regret bound (1926) stochastic optimization (1060) game theory (854) online algorithm (445) reinforcement learning (4352) markov decision process (790) nash equilibrium (398) extensive-form game (86)

Papers

Near-Optimal $Φ$-Regret Learning in Extensive-Form Games ICML 2023
Bandit Multi-linear DR-Submodular Maximization and Its Applications on Adversarial Submodular Bandits ICML 2023
Regret Minimization and Convergence to Equilibria in General-sum Markov Games ICML 2023
Uniformly Conservative Exploration in Reinforcement Learning AISTATS 2023
Model-free Posterior Sampling via Learning Rate Randomization NIPS 2023
Pseudonorm Approachability and Applications to Regret Minimization ALT 2023
Versatile Dueling Bandits: Best-of-both World Analyses for Learning from Relative Preferences ICML 2022
Policy Optimization for Markov Games: Unified Framework and Faster Convergence NIPS 2022
IMED-RL: Regret optimal learning of ergodic Markov decision processes NIPS 2022
Learning in Markov games: Can we exploit a general-sum opponent? UAI 2022
Benefits of Permutation-Equivariance in Auction Mechanisms NIPS 2022
Reinforcement Learning with Logarithmic Regret and Policy Switches NIPS 2022
How and Why to Manipulate Your Own Agent: On the Incentives of Users of Learning Agents NIPS 2022
Online Allocation and Learning in the Presence of Strategic Agents NIPS 2022
Optimal-er Auctions through Attention NIPS 2022
Minimal Expected Regret in Linear Quadratic Control AISTATS 2022
Asynchronous Upper Confidence Bound Algorithms for Federated Linear Bandits AISTATS 2022
NaturalInversion: Data-Free Image Synthesis Improving Real-World Consistency AAAI 2022
Regret Minimization with Performative Feedback ICML 2022
Modeling Strong and Human-Like Gameplay with KL-Regularized Search ICML 2022
Stochastic Contextual Dueling Bandits under Linear Stochastic Transitivity Models ICML 2022
Random Effect Bandits AISTATS 2022
Regret, stability & fairness in matching markets with bandit learners AISTATS 2022
Differentially Private Regret Minimization in Episodic Markov Decision Processes AAAI 2022
No-regret learning in games with noisy feedback: Faster rates and adaptivity via learning rate separation NIPS 2022