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reinforcement learning

4352 papers

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Also known as

RL REINFORCE

Co-occurring keywords

large language model (13587) policy learning (702) markov decision process (790) policy optimization (657) policy gradient (520) deep reinforcement learning (903) multi-agent system (1819) imitation learning (744) regret bound (1926) language model (4599)

Papers

"Good Robot! Now Watch This!": Repurposing Reinforcement Learning for Task-to-Task Transfer CORL 2021
AW-Opt: Learning Robotic Skills with Imitation andReinforcement at Scale CORL 2021
A Probabilistic Interpretation of Self-Paced Learning with Applications to Reinforcement Learning JMLR 2021
Policy Teaching in Reinforcement Learning via Environment Poisoning Attacks JMLR 2021
Is Reinforcement Learning More Difficult Than Bandits? A Near-optimal Algorithm Escaping the Curse of Horizon COLT 2021
Exponential Lower Bounds for Planning in MDPs With Linearly-Realizable Optimal Action-Value Functions ALT 2021
Reinforce-Aligner: Reinforcement Alignment Search for Robust End-to-End Text-to-Speech INTERSPEECH 2021
Variational Bayesian Reinforcement Learning with Regret Bounds NIPS 2021
Parametrized Quantum Policies for Reinforcement Learning NIPS 2021
Sample Complexity Bounds for Stochastic Shortest Path with a Generative Model ALT 2021
Learning to Ask Conversational Questions by Optimizing Levenshtein Distance ACL 2021
Continual World: A Robotic Benchmark For Continual Reinforcement Learning NIPS 2021
Unsupervised Domain Adaptation with Dynamics-Aware Rewards in Reinforcement Learning NIPS 2021
Stabilizing Dynamical Systems via Policy Gradient Methods NIPS 2021
Clipping Loops for Sample-Efficient Dialogue Policy Optimisation NAACL 2021
Program Synthesis Guided Reinforcement Learning for Partially Observed Environments NIPS 2021
Residual Pathway Priors for Soft Equivariance Constraints NIPS 2021
Auto Graph Encoder-Decoder for Neural Network Pruning ICCV 2021
On Pathologies in KL-Regularized Reinforcement Learning from Expert Demonstrations NIPS 2021
High-Confidence Off-Policy (or Counterfactual) Variance Estimation AAAI 2021
ACAT-G: An Interactive Learning Framework for Assisted Response Generation AAAI 2021
Converse, Focus and Guess - Towards Multi-Document Driven Dialogue AAAI 2021
Exact Reduction of Huge Action Spaces in General Reinforcement Learning AAAI 2021
Text-based RL Agents with Commonsense Knowledge: New Challenges, Environments and Baselines AAAI 2021
Task-Agnostic Exploration via Policy Gradient of a Non-Parametric State Entropy Estimate AAAI 2021