Seeing is not Believing: Robust Reinforcement Learning against Spurious Correlation Jul 15, 2023 reinforcement-learning Reinforcement Learning
— Unverified An Empirical Study of the Effectiveness of Using a Replay Buffer on Mode Discovery in GFlowNets Jul 15, 2023 Drug Discovery Reinforcement Learning (RL)
— Unverified Combining model-predictive control and predictive reinforcement learning for stable quadrupedal robot locomotion Jul 15, 2023 Model Predictive Control reinforcement-learning
— Unverified Efficient Action Robust Reinforcement Learning with Probabilistic Policy Execution Uncertainty Jul 15, 2023 reinforcement-learning Reinforcement Learning
— Unverified SafeDreamer: Safe Reinforcement Learning with World Models Jul 14, 2023 reinforcement-learning Reinforcement Learning
Code Code Available Why Guided Dialog Policy Learning performs well? Understanding the role of adversarial learning and its alternative Jul 13, 2023 Reinforcement Learning (RL)
— Unverified Robotic Manipulation Datasets for Offline Compositional Reinforcement Learning Jul 13, 2023 Benchmarking Offline RL
Code Code Available PID-Inspired Inductive Biases for Deep Reinforcement Learning in Partially Observable Control Tasks Jul 12, 2023 Deep Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Transformers in Reinforcement Learning: A Survey Jul 12, 2023 Cloud Computing Combinatorial Optimization
— Unverified Learning Decentralized Partially Observable Mean Field Control for Artificial Collective Behavior Jul 12, 2023 Policy Gradient Methods Reinforcement Learning (RL)
— Unverified Payload-Independent Direct Cost Learning for Image Steganography Jul 11, 2023 Image Steganography Reinforcement Learning (RL)
Code Code Available Empowering recommender systems using automatically generated Knowledge Graphs and Reinforcement Learning Jul 11, 2023 Decision Making Knowledge Graphs
Code Code Available Scaling Distributed Multi-task Reinforcement Learning with Experience Sharing Jul 11, 2023 Lifelong learning OpenAI Gym
— Unverified Probabilistic Counterexample Guidance for Safer Reinforcement Learning (Extended Version) Jul 10, 2023 reinforcement-learning Reinforcement Learning
Code Code Available Alleviating Matthew Effect of Offline Reinforcement Learning in Interactive Recommendation Jul 10, 2023 Decision Making Interactive Recommendation
Code Code Available Diffusion Policies for Out-of-Distribution Generalization in Offline Reinforcement Learning Jul 10, 2023 continuous-control Continuous Control
— Unverified RLTF: Reinforcement Learning from Unit Test Feedback Jul 10, 2023 Code Generation mbpp
Code Code Available Investigating the Edge of Stability Phenomenon in Reinforcement Learning Jul 9, 2023 Q-Learning reinforcement-learning
— Unverified A User Study on Explainable Online Reinforcement Learning for Adaptive Systems Jul 9, 2023 reinforcement-learning Reinforcement Learning (RL)
— Unverified Active Collection of Well-Being and Health Data in Mobile Devices Jul 7, 2023 Q-Learning Reinforcement Learning (RL)
Code Code Available Discovering Hierarchical Achievements in Reinforcement Learning via Contrastive Learning Jul 7, 2023 Contrastive Learning reinforcement-learning
Code Code Available When Do Transformers Shine in RL? Decoupling Memory from Credit Assignment Jul 7, 2023 Reinforcement Learning (RL)
Code Code Available Learning Multi-Agent Intention-Aware Communication for Optimal Multi-Order Execution in Finance Jul 6, 2023 Reinforcement Learning (RL)
— Unverified Provably Efficient Iterated CVaR Reinforcement Learning with Function Approximation and Human Feedback Jul 6, 2023 Decision Making LEMMA
— Unverified Offline Reinforcement Learning with Imbalanced Datasets Jul 6, 2023 D4RL Offline RL
— Unverified A Neuromorphic Architecture for Reinforcement Learning from Real-Valued Observations Jul 6, 2023 Acrobot Decision Making
— Unverified Dynamic Observation Policies in Observation Cost-Sensitive Reinforcement Learning Jul 5, 2023 OpenAI Gym reinforcement-learning
Code Code Available Generative Job Recommendations with Large Language Model Jul 5, 2023 Collaborative Filtering Language Modeling
— Unverified First-Explore, then Exploit: Meta-Learning to Solve Hard Exploration-Exploitation Trade-Offs Jul 5, 2023 Meta-Learning Reinforcement Learning (RL)
Code Code Available LLQL: Logistic Likelihood Q-Learning for Reinforcement Learning Jul 5, 2023 Offline RL Q-Learning
— Unverified A Scalable Reinforcement Learning-based System Using On-Chain Data for Cryptocurrency Portfolio Management Jul 4, 2023 Management Reinforcement Learning (RL)
— Unverified Environmental effects on emergent strategy in micro-scale multi-agent reinforcement learning Jul 3, 2023 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available Model-Bellman Inconsistency for Model-based Offline Reinforcement Learning Jul 1, 2023 D4RL model
Code Code Available Decentralized Motor Skill Learning for Complex Robotic Systems Jun 30, 2023 Reinforcement Learning (RL)
— Unverified Navigation of micro-robot swarms for targeted delivery using reinforcement learning Jun 30, 2023 Navigate reinforcement-learning
— Unverified Comparing Reinforcement Learning and Human Learning using the Game of Hidden Rules Jun 30, 2023 reinforcement-learning Reinforcement Learning (RL)
— Unverified ArrayBot: Reinforcement Learning for Generalizable Distributed Manipulation through Touch Jun 29, 2023 reinforcement-learning Reinforcement Learning
— Unverified Probabilistic Constraint for Safety-Critical Reinforcement Learning Jun 29, 2023 reinforcement-learning Reinforcement Learning
— Unverified Safety-Aware Task Composition for Discrete and Continuous Reinforcement Learning Jun 29, 2023 reinforcement-learning Reinforcement Learning
— Unverified RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark Jun 29, 2023 Combinatorial Optimization Computational Efficiency
Code Code Available SRL: Scaling Distributed Reinforcement Learning to Over Ten Thousand Cores Jun 29, 2023 CPU reinforcement-learning
Code Code Available Laxity-Aware Scalable Reinforcement Learning for HVAC Control Jun 29, 2023 reinforcement-learning Reinforcement Learning
— Unverified Eigensubspace of Temporal-Difference Dynamics and How It Improves Value Approximation in Reinforcement Learning Jun 29, 2023 Deep Reinforcement Learning Reinforcement Learning (RL)
— Unverified MRHER: Model-based Relay Hindsight Experience Replay for Sequential Object Manipulation Tasks with Sparse Rewards Jun 28, 2023 FetchPush-v1 Multi-Goal Reinforcement Learning
Code Code Available Structure in Deep Reinforcement Learning: A Survey and Open Problems Jun 28, 2023 Deep Reinforcement Learning reinforcement-learning
— Unverified Sharper Model-free Reinforcement Learning for Average-reward Markov Decision Processes Jun 28, 2023 reinforcement-learning Reinforcement Learning (RL)
— Unverified Action and Trajectory Planning for Urban Autonomous Driving with Hierarchical Reinforcement Learning Jun 28, 2023 Autonomous Driving Autonomous Vehicles
— Unverified Learning to Sail Dynamic Networks: The MARLIN Reinforcement Learning Framework for Congestion Control in Tactical Environments Jun 27, 2023 Reinforcement Learning (RL)
— Unverified Automatic Truss Design with Reinforcement Learning Jun 27, 2023 Combinatorial Optimization Layout Design
Code Code Available Machine-learning based noise characterization and correction on neutral atoms NISQ devices Jun 27, 2023 Reinforcement Learning (RL)
— Unverified 