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Deep RL

3861 directly classified papers

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Towards Dynamic Trend Filtering through Trend Point Detection with Reinforcement Learning IJCAI 2024
Sample Complexity of Neural Policy Mirror Descent for Policy Optimization on Low-Dimensional Manifolds JMLR 2024
CrystalBox: Future-Based Explanations for Input-Driven Deep RL Systems AAAI 2024
Value-Distributional Model-Based Reinforcement Learning JMLR 2024
Generalizable Policy Improvement via Reinforcement Sampling (Student Abstract) AAAI 2024
Amortized Active Causal Induction with Deep Reinforcement Learning NIPS 2024
Increasing the Difficulty of Automatically Generated Questions via Reinforcement Learning with Synthetic Preference for Cost-Effective Cultural Heritage Dataset Generation EMNLP 2024
Vertical Symbolic Regression via Deep Policy Gradient IJCAI 2024
Monte Carlo Tree Search in the Presence of Transition Uncertainty AAAI 2024
Evolutionary Reward Design and Optimization with Multimodal Large Language Models ACL 2024
Weak Reward Model Transforms Generative Models into Robust Causal Event Extraction Systems EMNLP 2024
Reader: Model-based language-instructed reinforcement learning EMNLP 2023
Safe and Efficient Reinforcement Learning using Disturbance-Observer-Based Control Barrier Functions L4DC 2023
Enhancing Language Model with Unit Test Techniques for Efficient Regular Expression Generation EMNLP 2023
Full Gradient Deep Reinforcement Learning for Average-Reward Criterion L4DC 2023
Reinforcement Replaces Supervision: Query focused Summarization using Deep Reinforcement Learning EMNLP 2023
Automatic Unit Test Data Generation and Actor-Critic Reinforcement Learning for Code Synthesis EMNLP 2023
trlX: A Framework for Large Scale Reinforcement Learning from Human Feedback EMNLP 2023
Crystal: Introspective Reasoners Reinforced with Self-Feedback EMNLP 2023
ISAACS: Iterative Soft Adversarial Actor-Critic for Safety L4DC 2023
Learning Policy-Aware Models for Model-Based Reinforcement Learning via Transition Occupancy Matching L4DC 2023
User Simulator Assisted Open-ended Conversational Recommendation System ACL 2023
Aligning Factual Consistency for Clinical Studies Summarization through Reinforcement Learning ACL 2023
Generating Dialog Responses with Specified Grammatical Items for Second Language Learning ACL 2023
Enhancing Educational Dialogues: A Reinforcement Learning Approach for Generating AI Teacher Responses ACL 2023