Reinforcement Learning

DiffG-RL: Leveraging Difference between Environment State and Common Sense EMNLP 2022 Dimensionality Reduction and Prioritized Exploration for Policy Search AISTATS 2022 DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems NeurIPS 2022 DiPS: Differentiable Policy for Sketching in Recommender Systems AAAI 2022 Distributional Reinforcement Learning for Risk-Sensitive Policies NeurIPS 2022 DMAP: a Distributed Morphological Attention Policy for learning to locomote with a changing body NeurIPS 2022 DocInfer: Document-level Natural Language Inference using Optimal Evidence Selection EMNLP 2022 Does Self-supervised Learning Really Improve Reinforcement Learning from Pixels? NeurIPS 2022 DreamShard: Generalizable Embedding Table Placement for Recommender Systems NeurIPS 2022 Dropout Q-Functions for Doubly Efficient Reinforcement Learning ICLR 2022 Dungeons and Data: A Large-Scale NetHack Dataset NeurIPS 2022 DynamicTOC: Persona-based Table of Contents for Consumption of Long Documents NAACL 2022 EAGER: Asking and Answering Questions for Automatic Reward Shaping in Language-guided RL NeurIPS 2022 Efficient Learning for AlphaZero via Path Consistency ICML 2022 Efficient (Soft) Q-Learning for Text Generation with Limited Good Data EMNLP 2022 Efficient Unsupervised Sentence Compression by Fine-tuning Transformers with Reinforcement Learning ACL 2022 EMVLight: A Decentralized Reinforcement Learning Framework for Efficient Passage of Emergency Vehicles AAAI 2022 Enforcement Heuristics for Argumentation with Deep Reinforcement Learning AAAI 2022 Episodic Policy Gradient Training AAAI 2022 Evaluating and Improving Factuality in Multimodal Abstractive Summarization EMNLP 2022 Experience Replay with Likelihood-free Importance Weights L4DC 2022 Exploring Safer Behaviors for Deep Reinforcement Learning AAAI 2022 Expression might be enough: representing pressure and demand for reinforcement learning based traffic signal control ICML 2022 Eye of the Beholder: Improved Relation Generalization for Text-Based Reinforcement Learning Agents AAAI 2022 Factual Accuracy is not Enough: Planning Consistent Description Order for Radiology Report Generation EMNLP 2022