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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

Optimistic Regret Minimization for Extensive-Form Games via Dilated Distance-Generating Functions NIPS 2019
Efficient Regret Minimization Algorithm for Extensive-Form Correlated Equilibrium NIPS 2019
Dueling Bandits with Qualitative Feedback AAAI 2019
What's to Know? Uncertainty as a Guide to Asking Goal-Oriented Questions CVPR 2019
Combinatorial Bandits with Relative Feedback NIPS 2019
Are sample means in multi-armed bandits positively or negatively biased? NIPS 2019
Polynomial Cost of Adaptation for X-Armed Bandits NIPS 2019
Perturbed-History Exploration in Stochastic Multi-Armed Bandits IJCAI 2019
Regret Minimization for Reinforcement Learning by Evaluating the Optimal Bias Function NIPS 2019
Regret Minimization for Reinforcement Learning with Vectorial Feedback and Complex Objectives NIPS 2019
Exploration Bonus for Regret Minimization in Discrete and Continuous Average Reward MDPs NIPS 2019
Decentralized Cooperative Stochastic Bandits NIPS 2019
Algorithms for Average Regret Minimization AAAI 2019
On First-Order Bounds, Variance and Gap-Dependent Bounds for Adversarial Bandits UAI 2019
Be Greedy: How Chromatic Number meets Regret Minimization in Graph Bandits UAI 2019
Dynamic Pricing in High-dimensions JMLR 2019
Real-Time Planning as Decision-Making under Uncertainty AAAI 2019
Incremental Elicitation of Rank-Dependent Aggregation Functions based on Bayesian Linear Regression IJCAI 2019
Batched Multi-armed Bandits Problem NIPS 2019
Provably Efficient Q-Learning with Low Switching Cost NIPS 2019
Online Forecasting of Total-Variation-bounded Sequences NIPS 2019
On the Optimality of Perturbations in Stochastic and Adversarial Multi-armed Bandit Problems NIPS 2019
Prior-Free Dynamic Auctions with Low Regret Buyers NIPS 2019
Regret Circuits: Composability of Regret Minimizers ICML 2019
Dynamic Pricing with Finitely Many Unknown Valuations ALT 2019