Reinforcement Learning

SINAI at RadSum23: Radiology Report Summarization Based on Domain-Specific Sequence-To-Sequence Transformer Model ACL 2023 Small batch deep reinforcement learning NeurIPS 2023 SplitNet: A Reinforcement Learning Based Sequence Splitting Method for the MinMax Multiple Travelling Salesman Problem AAAI 2023 State-Conditioned Adversarial Subgoal Generation AAAI 2023 STEER: Unified Style Transfer with Expert Reinforcement EMNLP 2023 Structured State Space Models for In-Context Reinforcement Learning NeurIPS 2023 Struct-XLM: A Structure Discovery Multilingual Language Model for Enhancing Cross-lingual Transfer through Reinforcement Learning EMNLP 2023 Supervised Pretraining Can Learn In-Context Reinforcement Learning NeurIPS 2023 Synthetic Experience Replay NeurIPS 2023 Target-to-Source Augmentation for Aspect Sentiment Triplet Extraction EMNLP 2023 Task-Optimized Adapters for an End-to-End Task-Oriented Dialogue System ACL 2023 Train Once, Get a Family: State-Adaptive Balances for Offline-to-Online Reinforcement Learning NeurIPS 2023 Triplet-Free Knowledge-Guided Response Generation ACL 2023 trlX: A Framework for Large Scale Reinforcement Learning from Human Feedback EMNLP 2023 Tuning Computer Vision Models With Task Rewards ICML 2023 Uncertainty Estimation for Safety-critical Scene Segmentation via Fine-grained Reward Maximization NeurIPS 2023 Unsupervised Behavior Extraction via Random Intent Priors NeurIPS 2023 Unveiling the Implicit Toxicity in Large Language Models EMNLP 2023 User-Oriented Robust Reinforcement Learning AAAI 2023 Utilizing Prior Solutions for Reward Shaping and Composition in Entropy-Regularized Reinforcement Learning AAAI 2023 VA-learning as a more efficient alternative to Q-learning ICML 2023 Value-Consistent Representation Learning for Data-Efficient Reinforcement Learning AAAI 2023 When Do Transformers Shine in RL? Decoupling Memory from Credit Assignment NeurIPS 2023 Winning the CityLearn Challenge: Adaptive Optimization with Evolutionary Search under Trajectory-Based Guidance AAAI 2023 Accelerated Policy Learning with Parallel Differentiable Simulation ICLR 2022