Robust off-policy Reinforcement Learning via Soft Constrained Adversary Aug 31, 2024 reinforcement-learning Reinforcement Learning
— Unverified Foundations of Multivariate Distributional Reinforcement Learning Aug 31, 2024 Decision Making Distributional Reinforcement Learning
— Unverified Discovery of False Data Injection Schemes on Frequency Controllers with Reinforcement Learning Aug 30, 2024 Reinforcement Learning (RL)
— Unverified On Convergence of Average-Reward Q-Learning in Weakly Communicating Markov Decision Processes Aug 29, 2024 Q-Learning Reinforcement Learning (RL)
— Unverified AdapShare: An RL-Based Dynamic Spectrum Sharing Solution for O-RAN Aug 29, 2024 Fairness Reinforcement Learning (RL)
— Unverified Reinforcement Learning for Adaptive Traffic Signal Control: Turn-Based and Time-Based Approaches to Reduce Congestion Aug 28, 2024 reinforcement-learning Reinforcement Learning (RL)
— Unverified Skills Regularized Task Decomposition for Multi-task Offline Reinforcement Learning Aug 28, 2024 Drone navigation Offline RL
— Unverified Atari-GPT: Benchmarking Multimodal Large Language Models as Low-Level Policies in Atari Games Aug 28, 2024 Atari Games Benchmarking
— Unverified RAIN: Reinforcement Algorithms for Improving Numerical Weather and Climate Models Aug 28, 2024 Reinforcement Learning (RL)
Code Code Available MiWaves Reinforcement Learning Algorithm Aug 27, 2024 reinforcement-learning Reinforcement Learning
Code Code Available Simultaneous Training of First- and Second-Order Optimizers in Population-Based Reinforcement Learning Aug 27, 2024 MuJoCo Reinforcement Learning (RL)
— Unverified Evaluating the Impact of Multiple DER Aggregators on Wholesale Energy Markets: A Hybrid Mean Field Approach Aug 27, 2024 Reinforcement Learning (RL)
— Unverified Optimization Solution Functions as Deterministic Policies for Offline Reinforcement Learning Aug 27, 2024 Offline RL reinforcement-learning
— Unverified Learning Robust Reward Machines from Noisy Labels Aug 27, 2024 Inductive logic programming Reinforcement Learning (RL)
Code Code Available Benchmarking Reinforcement Learning Methods for Dexterous Robotic Manipulation with a Three-Fingered Gripper Aug 27, 2024 Benchmarking Reinforcement Learning (RL)
— Unverified Unsupervised-to-Online Reinforcement Learning Aug 27, 2024 Offline RL reinforcement-learning
— Unverified DynamicRouteGPT: A Real-Time Multi-Vehicle Dynamic Navigation Framework Based on Large Language Models Aug 26, 2024 Bayesian Inference Causal Inference
— Unverified Model-Based Reinforcement Learning for Control of Strongly-Disturbed Unsteady Aerodynamic Flows Aug 26, 2024 Deep Reinforcement Learning Model-based Reinforcement Learning
— Unverified Multi-Agent Target Assignment and Path Finding for Intelligent Warehouse: A Cooperative Multi-Agent Deep Reinforcement Learning Perspective Aug 25, 2024 Deep Reinforcement Learning Reinforcement Learning (RL)
— Unverified Data Augmentation for Continual RL via Adversarial Gradient Episodic Memory Aug 24, 2024 Benchmarking Data Augmentation
— Unverified Rethinking State Disentanglement in Causal Reinforcement Learning Aug 24, 2024 Disentanglement reinforcement-learning
— Unverified Reinforcement Learning for Causal Discovery without Acyclicity Constraints Aug 24, 2024 Causal Discovery Efficient Exploration
— Unverified SUMO: Search-Based Uncertainty Estimation for Model-Based Offline Reinforcement Learning Aug 23, 2024 D4RL Offline RL
— Unverified Mastering the Digital Art of War: Developing Intelligent Combat Simulation Agents for Wargaming Using Hierarchical Reinforcement Learning Aug 23, 2024 Computational Efficiency Decision Making
— Unverified Localized Observation Abstraction Using Piecewise Linear Spatial Decay for Reinforcement Learning in Combat Simulations Aug 23, 2024 Deep Reinforcement Learning Reinforcement Learning (RL)
— Unverified Balancing Act: Prioritization Strategies for LLM-Designed Restless Bandit Rewards Aug 22, 2024 Language Modeling Language Modelling
— Unverified Query-Efficient Video Adversarial Attack with Stylized Logo Aug 22, 2024 Adversarial Attack Reinforcement Learning (RL)
— Unverified Leveraging Unlabeled Data Sharing through Kernel Function Approximation in Offline Reinforcement Learning Aug 22, 2024 Offline RL Reinforcement Learning (RL)
Code Code Available Domain Adaptation for Offline Reinforcement Learning with Limited Samples Aug 22, 2024 Domain Adaptation Offline RL
— Unverified Using Part-based Representations for Explainable Deep Reinforcement Learning Aug 21, 2024 Deep Reinforcement Learning reinforcement-learning
— Unverified Advances in Preference-based Reinforcement Learning: A Review Aug 21, 2024 Benchmarking reinforcement-learning
— Unverified Offline Model-Based Reinforcement Learning with Anti-Exploration Aug 20, 2024 D4RL model
— Unverified The Evolution of Reinforcement Learning in Quantitative Finance: A Survey Aug 20, 2024 Meta-Learning reinforcement-learning
— Unverified Integrating Multi-Modal Input Token Mixer Into Mamba-Based Decision Models: Decision MetaMamba Aug 20, 2024 Mamba Offline RL
— Unverified MalLight: Influence-Aware Coordinated Traffic Signal Control for Traffic Signal Malfunctions Aug 19, 2024 Reinforcement Learning (RL) Traffic Signal Control
— Unverified Efficient Exploration in Deep Reinforcement Learning: A Novel Bayesian Actor-Critic Algorithm Aug 19, 2024 Deep Reinforcement Learning Efficient Exploration
— Unverified World Models Increase Autonomy in Reinforcement Learning Aug 19, 2024 reinforcement-learning Reinforcement Learning
— Unverified Enhancing Reinforcement Learning Through Guided Search Aug 19, 2024 Offline RL reinforcement-learning
— Unverified Ancestral Reinforcement Learning: Unifying Zeroth-Order Optimization and Genetic Algorithms for Reinforcement Learning Aug 18, 2024 Diversity reinforcement-learning
— Unverified Reinforcement learning-based adaptive speed controllers in mixed autonomy condition Aug 17, 2024 reinforcement-learning Reinforcement Learning (RL)
— Unverified Vanilla Gradient Descent for Oblique Decision Trees Aug 17, 2024 Classification regression
Code Code Available Model-based RL as a Minimalist Approach to Horizon-Free and Second-Order Bounds Aug 16, 2024 Model-based Reinforcement Learning Offline RL
— Unverified Neural Reward Machines Aug 16, 2024 Reinforcement Learning (RL)
Code Code Available CAT: Caution Aware Transfer in Reinforcement Learning via Distributional Risk Aug 16, 2024 reinforcement-learning Reinforcement Learning
— Unverified BCR-DRL: Behavior- and Context-aware Reward for Deep Reinforcement Learning in Human-AI Coordination Aug 15, 2024 AI Agent Deep Reinforcement Learning
— Unverified Experimental evaluation of offline reinforcement learning for HVAC control in buildings Aug 15, 2024 Offline RL Reinforcement Learning (RL)
Code Code Available Online Behavior Modification for Expressive User Control of RL-Trained Robots Aug 15, 2024 Diversity Reinforcement Learning (RL)
— Unverified Adaptive User Journeys in Pharma E-Commerce with Reinforcement Learning: Insights from SwipeRx Aug 15, 2024 Management Reinforcement Learning (RL)
— Unverified Off-Policy Reinforcement Learning with High Dimensional Reward Aug 14, 2024 reinforcement-learning Reinforcement Learning
— Unverified Large Language Models Prompting With Episodic Memory Aug 14, 2024 Few-Shot Learning Reinforcement Learning (RL)
— Unverified 