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Reinforcement Learning

2,932 papers

Papers per year

Papers

Control-Oriented Model-Based Reinforcement Learning with Implicit Differentiation AAAI 2022
Chaining Value Functions for Off-Policy Learning AAAI 2022
Online Apprenticeship Learning AAAI 2022
Reward-Weighted Regression Converges to a Global Optimum AAAI 2022
Context Uncertainty in Contextual Bandits with Applications to Recommender Systems AAAI 2022
Sample-Efficient Reinforcement Learning via Conservative Model-Based Actor-Critic AAAI 2022
Controlling Underestimation Bias in Reinforcement Learning via Quasi-median Operation AAAI 2022
Towards Off-Policy Learning for Ranking Policies with Logged Feedback AAAI 2022
Reinforcement Learning Augmented Asymptotically Optimal Index Policy for Finite-Horizon Restless Bandits AAAI 2022
Hindsight Network Credit Assignment: Efficient Credit Assignment in Networks of Discrete Stochastic Units AAAI 2022
Multi-Agent Reinforcement Learning with General Utilities via Decentralized Shadow Reward Actor-Critic AAAI 2022
Convergence and Optimality of Policy Gradient Methods in Weakly Smooth Settings AAAI 2022
Locality Matters: A Scalable Value Decomposition Approach for Cooperative Multi-Agent Reinforcement Learning AAAI 2022
Concentration Network for Reinforcement Learning of Large-Scale Multi-Agent Systems AAAI 2022
Cooperative Multi-Agent Fairness and Equivariant Policies AAAI 2022
MDPGT: Momentum-Based Decentralized Policy Gradient Tracking AAAI 2022
A Deeper Understanding of State-Based Critics in Multi-Agent Reinforcement Learning AAAI 2022
Generalization in Mean Field Games by Learning Master Policies AAAI 2022
Decentralized Mean Field Games AAAI 2022
Learning Probably Approximately Complete and Safe Action Models for Stochastic Worlds AAAI 2022
Selecting Optimal Context Sentences for Event-Event Relation Extraction AAAI 2022
Weakly Supervised Neuro-Symbolic Module Networks for Numerical Reasoning over Text AAAI 2022
Text-Based Interactive Recommendation via Offline Reinforcement Learning AAAI 2022
iGrow: A Smart Agriculture Solution to Autonomous Greenhouse Control AAAI 2022
ALPHAPROG: Reinforcement Generation of Valid Programs for Compiler Fuzzing AAAI 2022