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Reinforcement Learning

1263 directly classified papers

Papers per year

Papers

Sample-Efficient Reinforcement Learning via Conservative Model-Based Actor-Critic AAAI 2022
Generalizing Reinforcement Learning through Fusing Self-Supervised Learning into Intrinsic Motivation AAAI 2022
SimSR: Simple Distance-Based State Representations for Deep Reinforcement Learning AAAI 2022
State Deviation Correction for Offline Reinforcement Learning AAAI 2022
Robust Action Gap Increasing with Clipped Advantage Learning AAAI 2022
Programmatic Reward Design by Example AAAI 2022
Invariant Action Effect Model for Reinforcement Learning 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
MDPGT: Momentum-Based Decentralized Policy Gradient Tracking AAAI 2022
A Deeper Understanding of State-Based Critics in Multi-Agent Reinforcement Learning AAAI 2022
Sample-Efficient Iterative Lower Bound Optimization of Deep Reactive Policies for Planning in Continuous MDPs AAAI 2022
Eye of the Beholder: Improved Relation Generalization for Text-Based Reinforcement Learning Agents AAAI 2022
ValueNet: A New Dataset for Human Value Driven Dialogue System AAAI 2022
ALPHAPROG: Reinforcement Generation of Valid Programs for Compiler Fuzzing AAAI 2022
Using Graph-Aware Reinforcement Learning to Identify Winning Strategies in Diplomacy Games (Student Abstract) AAAI 2022
PantheonRL: A MARL Library for Dynamic Training Interactions AAAI 2022
Perceiving the World: Question-guided Reinforcement Learning for Text-based Games ACL 2022
Efficient Unsupervised Sentence Compression by Fine-tuning Transformers with Reinforcement Learning ACL 2022
Robust Lottery Tickets for Pre-trained Language Models ACL 2022
A Multi-Document Coverage Reward for RELAXed Multi-Document Summarization ACL 2022
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes ACL 2022
Situated Dialogue Learning through Procedural Environment Generation ACL 2022
Probing the Robustness of Trained Metrics for Conversational Dialogue Systems ACL 2022
Integrating Question Rewrites in Conversational Question Answering: A Reinforcement Learning Approach ACL 2022