reinforcement learning

RL-SeqISP: Reinforcement Learning-Based Sequential Optimization for Image Signal Processing AAAI 2024 ROAR: Reinforcing Original to Augmented Data Ratio Dynamics for Wav2vec2.0 Based ASR Interspeech 2024 RoboKoop: Efficient Control Conditioned Representations from Visual Input in Robotics using Koopman Operator CoRL 2024 Robust exploration with adversary via Langevin Monte Carlo L4DC 2024 Robustness and Visual Explanation for Black Box Image, Video, and ECG Signal Classification with Reinforcement Learning AAAI 2024 Robust Optimization in Protein Fitness Landscapes Using Reinforcement Learning in Latent Space ICML 2024 Rule Based Rewards for Language Model Safety NeurIPS 2024 Safe & Accurate at Speed with Tendons: A Robot Arm for Exploring Dynamic Motion RSS 2024 Safety filters for black-box dynamical systems by learning discriminating hyperplanes L4DC 2024 Safety through feedback in Constrained RL NeurIPS 2024 Sample Complexity of Neural Policy Mirror Descent for Policy Optimization on Low-Dimensional Manifolds JMLR 2024 Sample Complexity Reduction via Policy Difference Estimation in Tabular Reinforcement Learning NeurIPS 2024 Sample-Efficiency in Multi-Batch Reinforcement Learning: The Need for Dimension-Dependent Adaptivity ICLR 2024 Sample-Efficient Learning of POMDPs with Multiple Observations In Hindsight ICLR 2024 Sample Efficient Reinforcement Learning with Partial Dynamics Knowledge AAAI 2024 Sampling-based Safe Reinforcement Learning for Nonlinear Dynamical Systems AISTATS 2024 SaySelf: Teaching LLMs to Express Confidence with Self-Reflective Rationales EMNLP 2024 Scalable and Effective Arithmetic Tree Generation for Adder and Multiplier Designs NeurIPS 2024 Scaling Laws for Reward Model Overoptimization in Direct Alignment Algorithms NeurIPS 2024 Scaling Offline Evaluation of Reinforcement Learning Agents through Abstraction AAAI 2024 Searching for High-Value Molecules Using Reinforcement Learning and Transformers ICLR 2024 Searching for Programmatic Policies in Semantic Spaces IJCAI 2024 SEER: Facilitating Structured Reasoning and Explanation via Reinforcement Learning ACL 2024 Select High-quality Synthetic QA Pairs to Augment Training Data in MRC under the Reward Guidance of Generative Language Models COLING 2024 SELFI: Autonomous Self-Improvement with RL for Vision-Based Navigation around People CoRL 2024