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Reinforcement Learning

767 directly classified papers

Papers per year

Papers

Minimax Regret Optimisation for Robust Planning in Uncertain Markov Decision Processes AAAI 2021
Combining Reinforcement Learning with Lin-Kernighan-Helsgaun Algorithm for the Traveling Salesman Problem AAAI 2021
Outcome-Driven Reinforcement Learning via Variational Inference NIPS 2021
Provable Benefits of Actor-Critic Methods for Offline Reinforcement Learning NIPS 2021
Bayesian Bellman Operators NIPS 2021
Contrastive Active Inference NIPS 2021
Uniform-PAC Bounds for Reinforcement Learning with Linear Function Approximation NIPS 2021
What Matters for Adversarial Imitation Learning? NIPS 2021
MAP Propagation Algorithm: Faster Learning with a Team of Reinforcement Learning Agents NIPS 2021
Iterative Amortized Policy Optimization NIPS 2021
Wasserstein Flow Meets Replicator Dynamics: A Mean-Field Analysis of Representation Learning in Actor-Critic NIPS 2021
Generalizable Imitation Learning from Observation via Inferring Goal Proximity NIPS 2021
Scalable Online Planning via Reinforcement Learning Fine-Tuning NIPS 2021
Learning Policies with Zero or Bounded Constraint Violation for Constrained MDPs NIPS 2021
Regret Minimization Experience Replay in Off-Policy Reinforcement Learning NIPS 2021
Decentralized Q-learning in Zero-sum Markov Games NIPS 2021
Introduction to Machine Learning with Robots and Playful Learning AAAI 2021
Reward based Hebbian Learning in Direct Feedback Alignment (Student Abstract) AAAI 2021
Robotic Manipulation with Reinforcement Learning, State Representation Learning, and Imitation Learning (Student Abstract) AAAI 2021
Towards Sample Efficient Agents through Algorithmic Alignment (Student Abstract) AAAI 2021
Extending Policy Shaping to Continuous State Spaces (Student Abstract) AAAI 2021
EasyRL: A Simple and Extensible Reinforcement Learning Framework AAAI 2021
Sequential Generative Exploration Model for Partially Observable Reinforcement Learning AAAI 2021
Improving Sample Efficiency in Model-Free Reinforcement Learning from Images AAAI 2021
Expected Eligibility Traces AAAI 2021