Q-Cogni: An Integrated Causal Reinforcement Learning Framework Feb 26, 2023 Causal Inference Decision Making
— Unverified Exponential Hardness of Reinforcement Learning with Linear Function Approximation Feb 25, 2023 Learning Theory reinforcement-learning
— Unverified Limited Query Graph Connectivity Test Feb 25, 2023 Reinforcement Learning (RL)
— Unverified A Human-Centered Safe Robot Reinforcement Learning Framework with Interactive Behaviors Feb 25, 2023 reinforcement-learning Reinforcement Learning (RL)
— Unverified On Bellman's principle of optimality and Reinforcement learning for safety-constrained Markov decision process Feb 25, 2023 Q-Learning reinforcement-learning
— Unverified Finding Regularized Competitive Equilibria of Heterogeneous Agent Macroeconomic Models with Reinforcement Learning Feb 24, 2023 reinforcement-learning Reinforcement Learning (RL)
— Unverified The Dormant Neuron Phenomenon in Deep Reinforcement Learning Feb 24, 2023 Deep Reinforcement Learning reinforcement-learning
Code Code Available GANterfactual-RL: Understanding Reinforcement Learning Agents' Strategies through Visual Counterfactual Explanations Feb 24, 2023 counterfactual Decision Making
Code Code Available Neural Laplace Control for Continuous-time Delayed Systems Feb 24, 2023 Model Predictive Control Offline RL
Code Code Available EvoTorch: Scalable Evolutionary Computation in Python Feb 24, 2023 GPU reinforcement-learning
Code Code Available Model-Based Uncertainty in Value Functions Feb 24, 2023 continuous-control Continuous Control
Code Code Available GraphSR: A Data Augmentation Algorithm for Imbalanced Node Classification Feb 24, 2023 Classification Data Augmentation
— Unverified Leveraging Jumpy Models for Planning and Fast Learning in Robotic Domains Feb 24, 2023 reinforcement-learning Reinforcement Learning
— Unverified Multi-Agent Reinforcement Learning with Common Policy for Antenna Tilt Optimization Feb 24, 2023 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified VIPeR: Provably Efficient Algorithm for Offline RL with Neural Function Approximation Feb 24, 2023 Computational Efficiency Offline RL
Code Code Available AC2C: Adaptively Controlled Two-Hop Communication for Multi-Agent Reinforcement Learning Feb 24, 2023 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified Logarithmic Switching Cost in Reinforcement Learning beyond Linear MDPs Feb 24, 2023 reinforcement-learning Reinforcement Learning
— Unverified Energy Harvesting Reconfigurable Intelligent Surface for UAV Based on Robust Deep Reinforcement Learning Feb 23, 2023 Deep Reinforcement Learning reinforcement-learning
Code Code Available To the Noise and Back: Diffusion for Shared Autonomy Feb 23, 2023 continuous-control Continuous Control
— Unverified Diverse Policy Optimization for Structured Action Space Feb 23, 2023 Diversity Reinforcement Learning (RL)
Code Code Available Concept Learning for Interpretable Multi-Agent Reinforcement Learning Feb 23, 2023 Decision Making Multi-agent Reinforcement Learning
— Unverified Reinforcement Learning for Combining Search Methods in the Calibration of Economic ABMs Feb 23, 2023 reinforcement-learning Reinforcement Learning (RL)
Code Code Available Behavior Proximal Policy Optimization Feb 22, 2023 D4RL Offline RL
Code Code Available Towards Decentralized Predictive Quality of Service in Next-Generation Vehicular Networks Feb 22, 2023 Federated Learning Reinforcement Learning (RL)
— Unverified Provably Efficient Reinforcement Learning via Surprise Bound Feb 22, 2023 reinforcement-learning Reinforcement Learning
— Unverified Constrained Reinforcement Learning using Distributional Representation for Trustworthy Quadrotor UAV Tracking Control Feb 22, 2023 Distributional Reinforcement Learning reinforcement-learning
Code Code Available Self-supervised network distillation: an effective approach to exploration in sparse reward environments Feb 22, 2023 Atari Games Decision Making
Code Code Available BadGPT: Exploring Security Vulnerabilities of ChatGPT via Backdoor Attacks to InstructGPT Feb 21, 2023 Backdoor Attack Language Modeling
— Unverified Reinforcement Learning for Block Decomposition of CAD Models Feb 21, 2023 reinforcement-learning Reinforcement Learning
— Unverified Assessment of Reinforcement Learning for Macro Placement Feb 21, 2023 Deep Reinforcement Learning reinforcement-learning
Code Code Available A Reinforcement Learning Framework for Online Speaker Diarization Feb 21, 2023 Decision Making Domain Adaptation
— Unverified Adversarial Model for Offline Reinforcement Learning Feb 21, 2023 model reinforcement-learning
— Unverified Robust Auto-landing Control of an agile Regional Jet Using Fuzzy Q-learning Feb 21, 2023 Q-Learning reinforcement-learning
— Unverified Offline Reinforcement Learning for Mixture-of-Expert Dialogue Management Feb 21, 2023 Dialogue Management Diversity
— Unverified MAC-PO: Multi-Agent Experience Replay via Collective Priority Optimization Feb 21, 2023 Decision Making Multi-agent Reinforcement Learning
Code Code Available Deep Reinforcement Learning for Robotic Pushing and Picking in Cluttered Environment Feb 21, 2023 Deep Reinforcement Learning Object
— Unverified Towards a Sustainable Internet-of-Underwater-Things based on AUVs, SWIPT, and Reinforcement Learning Feb 21, 2023 Decision Making Reinforcement Learning (RL)
— Unverified Learning to Play Text-based Adventure Games with Maximum Entropy Reinforcement Learning Feb 21, 2023 Q-Learning reinforcement-learning
Code Code Available Kernel-Based Distributed Q-Learning: A Scalable Reinforcement Learning Approach for Dynamic Treatment Regimes Feb 21, 2023 Learning Theory Medical Diagnosis
— Unverified Curiosity-driven Exploration in Sparse-reward Multi-agent Reinforcement Learning Feb 21, 2023 Deep Reinforcement Learning Multi-agent Reinforcement Learning
— Unverified Minimax-Bayes Reinforcement Learning Feb 21, 2023 Decision Making Decision Making Under Uncertainty
Code Code Available Constrained Reinforcement Learning for Predictive Control in Real-Time Stochastic Dynamic Optimal Power Flow Feb 21, 2023 Deep Reinforcement Learning reinforcement-learning
— Unverified Handling Long and Richly Constrained Tasks through Constrained Hierarchical Reinforcement Learning Feb 21, 2023 Decision Making Hierarchical Reinforcement Learning
— Unverified Reinforcement Learning in a Birth and Death Process: Breaking the Dependence on the State Space Feb 21, 2023 reinforcement-learning Reinforcement Learning
— Unverified Reinforcement Learning-based Control of Nonlinear Systems using Carleman Approximation: Structured and Unstructured Designs Feb 21, 2023 Reinforcement Learning (RL)
— Unverified UAV Path Planning Employing MPC- Reinforcement Learning Method Considering Collision Avoidance Feb 21, 2023 Collision Avoidance Deep Reinforcement Learning
— Unverified Provably Efficient Exploration in Quantum Reinforcement Learning with Logarithmic Worst-Case Regret Feb 21, 2023 Efficient Exploration reinforcement-learning
— Unverified Multiagent Inverse Reinforcement Learning via Theory of Mind Reasoning Feb 20, 2023 reinforcement-learning Reinforcement Learning
Code Code Available Deep Reinforcement Learning for Cost-Effective Medical Diagnosis Feb 20, 2023 Anomaly Detection Deep Reinforcement Learning
Code Code Available Fantastic Rewards and How to Tame Them: A Case Study on Reward Learning for Task-oriented Dialogue Systems Feb 20, 2023 Learning-To-Rank Reinforcement Learning (RL)
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