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Reinforcement Learning

1263 directly classified papers

Papers per year

Papers

Neighborhood Mixup Experience Replay: Local Convex Interpolation for Improved Sample Efficiency in Continuous Control Tasks L4DC 2022
What about Inputting Policy in Value Function: Policy Representation and Policy-Extended Value Function Approximator AAAI 2022
Integrating Question Rewrites in Conversational Question Answering: A Reinforcement Learning Approach ACL 2022
Exploring Safer Behaviors for Deep Reinforcement Learning AAAI 2022
Experience Replay with Likelihood-free Importance Weights L4DC 2022
Trajectory-guided Control Prediction for End-to-end Autonomous Driving: A Simple yet Strong Baseline NIPS 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
Learning Robust Policy against Disturbance in Transition Dynamics via State-Conservative Policy Optimization AAAI 2022
PantheonRL: A MARL Library for Dynamic Training Interactions 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
MDPGT: Momentum-Based Decentralized Policy Gradient Tracking AAAI 2022
Eye of the Beholder: Improved Relation Generalization for Text-Based Reinforcement Learning Agents AAAI 2022
Episodic Policy Gradient Training AAAI 2022
Dimensionality Reduction and Prioritized Exploration for Policy Search AISTATS 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
ValueNet: A New Dataset for Human Value Driven Dialogue System AAAI 2022
Offline-to-Online Co-Evolutional User Simulator and Dialogue System EMNLP 2022
A Generative User Simulator with GPT-based Architecture and Goal State Tracking for Reinforced Multi-Domain Dialog Systems EMNLP 2022
State Deviation Correction for Offline Reinforcement Learning AAAI 2022
Efficient (Soft) Q-Learning for Text Generation with Limited Good Data EMNLP 2022
Revisiting the Roles of “Text” in Text Games EMNLP 2022
Robust Action Gap Increasing with Clipped Advantage Learning AAAI 2022