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Deep RL

3861 directly classified papers

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Papers

Multi-Agent Reinforcement Learning with Reward Delays L4DC 2023
User Simulator Assisted Open-ended Conversational Recommendation System ACL 2023
Enhancing Educational Dialogues: A Reinforcement Learning Approach for Generating AI Teacher Responses ACL 2023
Aligning Factual Consistency for Clinical Studies Summarization through Reinforcement Learning ACL 2023
When is Realizability Sufficient for Off-Policy Reinforcement Learning? ICML 2023
Adaptive Barrier Smoothing for First-Order Policy Gradient with Contact Dynamics ICML 2023
ISAACS: Iterative Soft Adversarial Actor-Critic for Safety L4DC 2023
Krylov–Bellman boosting: Super-linear policy evaluation in general state spaces AISTATS 2023
Adaptive Ordered Information Extraction with Deep Reinforcement Learning ACL 2023
Generating Dialog Responses with Specified Grammatical Items for Second Language Learning ACL 2023
Future-conditioned Unsupervised Pretraining for Decision Transformer ICML 2023
Q-learning Decision Transformer: Leveraging Dynamic Programming for Conditional Sequence Modelling in Offline RL ICML 2023
Enforcing Hard Constraints with Soft Barriers: Safe Reinforcement Learning in Unknown Stochastic Environments ICML 2023
Continual Task Allocation in Meta-Policy Network via Sparse Prompting ICML 2023
Abstract then Play: A Skill-centric Reinforcement Learning Framework for Text-based Games ACL 2023
Safe and Efficient Reinforcement Learning using Disturbance-Observer-Based Control Barrier Functions L4DC 2023
HACMan: Learning Hybrid Actor-Critic Maps for 6D Non-Prehensile Manipulation CORL 2023
Eventual Discounting Temporal Logic Counterfactual Experience Replay ICML 2023
The Benefits of Model-Based Generalization in Reinforcement Learning ICML 2023
GeoDRL: A Self-Learning Framework for Geometry Problem Solving using Reinforcement Learning in Deductive Reasoning ACL 2023
ReLOAD: Reinforcement Learning with Optimistic Ascent-Descent for Last-Iterate Convergence in Constrained MDPs ICML 2023
Quantile Credit Assignment ICML 2023
Provable Reset-free Reinforcement Learning by No-Regret Reduction ICML 2023
Retrosynthetic Planning with Dual Value Networks ICML 2023
The Unintended Consequences of Discount Regularization: Improving Regularization in Certainty Equivalence Reinforcement Learning ICML 2023