Policy Synthesis and Reinforcement Learning for Discounted LTL May 26, 2023 PAC learning reinforcement-learning
— Unverified A Reminder of its Brittleness: Language Reward Shaping May Hinder Learning for Instruction Following Agents May 26, 2023 Instruction Following Reinforcement Learning (RL)
Code Code Available Distributional Reinforcement Learning with Dual Expectile-Quantile Regression May 26, 2023 Continuous Control Distributional Reinforcement Learning
— Unverified Learning Interpretable Models of Aircraft Handling Behaviour by Reinforcement Learning from Human Feedback May 26, 2023 Reinforcement Learning (RL)
— Unverified Generating Synergistic Formulaic Alpha Collections via Reinforcement Learning May 25, 2023 reinforcement-learning Reinforcement Learning
Code Code Available Ghost in the Minecraft: Generally Capable Agents for Open-World Environments via Large Language Models with Text-based Knowledge and Memory May 25, 2023 Common Sense Reasoning CPU
Code Code Available Reward-Machine-Guided, Self-Paced Reinforcement Learning May 25, 2023 reinforcement-learning Reinforcement Learning
Code Code Available DPOK: Reinforcement Learning for Fine-tuning Text-to-Image Diffusion Models May 25, 2023 reinforcement-learning Reinforcement Learning (RL)
Code Code Available End-to-End Meta-Bayesian Optimisation with Transformer Neural Processes May 25, 2023 Bayesian Optimisation Inductive Bias
Code Code Available Deterministic policy gradient based optimal control with probabilistic constraints May 25, 2023 Model Predictive Control reinforcement-learning
— Unverified Market Making with Deep Reinforcement Learning from Limit Order Books May 25, 2023 Decision Making Deep Reinforcement Learning
Code Code Available PROTO: Iterative Policy Regularized Offline-to-Online Reinforcement Learning May 25, 2023 Computational Efficiency reinforcement-learning
Code Code Available Decision-Aware Actor-Critic with Function Approximation and Theoretical Guarantees May 24, 2023 Reinforcement Learning (RL)
Code Code Available Control invariant set enhanced safe reinforcement learning: improved sampling efficiency, guaranteed stability and robustness May 24, 2023 Reinforcement Learning (RL) Safe Reinforcement Learning
— Unverified Matrix Estimation for Offline Reinforcement Learning with Low-Rank Structure May 24, 2023 Matrix Completion reinforcement-learning
— Unverified Deep Reinforcement Learning with Plasticity Injection May 24, 2023 Computational Efficiency Deep Reinforcement Learning
— Unverified SPRING: Studying the Paper and Reasoning to Play Games May 24, 2023 Language Modelling Large Language Model
Code Code Available A Mini Review on the utilization of Reinforcement Learning with OPC UA May 24, 2023 Decision Making reinforcement-learning
— Unverified Making Offline RL Online: Collaborative World Models for Offline Visual Reinforcement Learning May 24, 2023 Offline RL Reinforcement Learning (RL)
Code Code Available Conditional Mutual Information for Disentangled Representations in Reinforcement Learning May 23, 2023 continuous-control Continuous Control
Code Code Available When should we prefer Decision Transformers for Offline Reinforcement Learning? May 23, 2023 D4RL Imitation Learning
Code Code Available Constrained Proximal Policy Optimization May 23, 2023 reinforcement-learning Reinforcement Learning
— Unverified ChemGymRL: An Interactive Framework for Reinforcement Learning for Digital Chemistry May 23, 2023 reinforcement-learning Reinforcement Learning
— Unverified Proximal Policy Gradient Arborescence for Quality Diversity Reinforcement Learning May 23, 2023 Diversity reinforcement-learning
— Unverified Combining Multi-Objective Bayesian Optimization with Reinforcement Learning for TinyML May 23, 2023 Bayesian Optimization Hyperparameter Optimization
— Unverified Lagrangian-based online safe reinforcement learning for state-constrained systems May 22, 2023 reinforcement-learning Reinforcement Learning
— Unverified Regularization and Variance-Weighted Regression Achieves Minimax Optimality in Linear MDPs: Theory and Practice May 22, 2023 regression Reinforcement Learning (RL)
Code Code Available Policy Representation via Diffusion Probability Model for Reinforcement Learning May 22, 2023 continuous-control Continuous Control
Code Code Available INVICTUS: Optimizing Boolean Logic Circuit Synthesis via Synergistic Learning and Search May 22, 2023 Reinforcement Learning (RL)
— Unverified Offline Primal-Dual Reinforcement Learning for Linear MDPs May 22, 2023 Offline RL reinforcement-learning
— Unverified Adaptive action supervision in reinforcement learning from real-world multi-agent demonstrations May 22, 2023 Dynamic Time Warping reinforcement-learning
— Unverified FurnitureBench: Reproducible Real-World Benchmark for Long-Horizon Complex Manipulation May 22, 2023 Imitation Learning Motion Planning
Code Code Available Towards Optimal Energy Management Strategy for Hybrid Electric Vehicle with Reinforcement Learning May 21, 2023 energy management Management
— Unverified BertRLFuzzer: A BERT and Reinforcement Learning Based Fuzzer May 21, 2023 16k reinforcement-learning
Code Code Available SneakyPrompt: Jailbreaking Text-to-image Generative Models May 20, 2023 Reinforcement Learning (RL) Semantic Similarity
Code Code Available Model-based adaptation for sample efficient transfer in reinforcement learning control of parameter-varying systems May 20, 2023 Model Predictive Control reinforcement-learning
— Unverified Understanding the World to Solve Social Dilemmas Using Multi-Agent Reinforcement Learning May 19, 2023 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified Learning Diverse Risk Preferences in Population-based Self-play May 19, 2023 Diversity reinforcement-learning
Code Code Available The Blessing of Heterogeneity in Federated Q-Learning: Linear Speedup and Beyond May 18, 2023 Q-Learning Reinforcement Learning (RL)
— Unverified Contrastive State Augmentations for Reinforcement Learning-Based Recommender Systems May 18, 2023 Recommendation Systems reinforcement-learning
Code Code Available Client Selection for Federated Policy Optimization with Environment Heterogeneity May 18, 2023 MuJoCo Policy Gradient Methods
Code Code Available Optimistic Natural Policy Gradient: a Simple Efficient Policy Optimization Framework for Online RL May 18, 2023 Reinforcement Learning (RL)
— Unverified Demonstration-free Autonomous Reinforcement Learning via Implicit and Bidirectional Curriculum May 17, 2023 reinforcement-learning Reinforcement Learning
Code Code Available A Genetic Fuzzy System for Interpretable and Parsimonious Reinforcement Learning Policies May 17, 2023 reinforcement-learning Reinforcement Learning (RL)
Code Code Available Reward-agnostic Fine-tuning: Provable Statistical Benefits of Hybrid Reinforcement Learning May 17, 2023 Offline RL reinforcement-learning
— Unverified Pittsburgh Learning Classifier Systems for Explainable Reinforcement Learning: Comparing with XCS May 17, 2023 Explainable Artificial Intelligence (XAI) reinforcement-learning
Code Code Available Revisiting the Minimalist Approach to Offline Reinforcement Learning May 16, 2023 D4RL Offline RL
Code Code Available Cooperation Is All You Need May 16, 2023 All Reinforcement Learning (RL)
— Unverified Reinforcement Learning for Safe Robot Control using Control Lyapunov Barrier Functions May 16, 2023 reinforcement-learning Reinforcement Learning (RL)
— Unverified Coagent Networks: Generalized and Scaled May 16, 2023 MuJoCo Reinforcement Learning (RL)
— Unverified 