An information-theoretic perspective on intrinsic motivation in reinforcement learning: a survey Sep 19, 2022 reinforcement-learning Reinforcement Learning (RL)
— Unverified Evolutionary Deep Reinforcement Learning Using Elite Buffer: A Novel Approach Towards DRL Combined with EA in Continuous Control Tasks Sep 18, 2022 continuous-control Continuous Control
— Unverified Multi-level Explanation of Deep Reinforcement Learning-based Scheduling Sep 18, 2022 Decision Making Deep Reinforcement Learning
— Unverified Offline Reinforcement Learning with Instrumental Variables in Confounded Markov Decision Processes Sep 18, 2022 Offline RL reinforcement-learning
— Unverified Simplifying Model-based RL: Learning Representations, Latent-space Models, and Policies with One Objective Sep 18, 2022 Reinforcement Learning (RL) Value prediction
— Unverified Honor of Kings Arena: an Environment for Generalization in Competitive Reinforcement Learning Sep 18, 2022 reinforcement-learning Reinforcement Learning
Code Code Available Intrinsically Motivated Reinforcement Learning based Recommendation with Counterfactual Data Augmentation Sep 17, 2022 counterfactual Data Augmentation
— Unverified A Robust and Constrained Multi-Agent Reinforcement Learning Electric Vehicle Rebalancing Method in AMoD Systems Sep 17, 2022 Fairness Multi-agent Reinforcement Learning
— Unverified MA2QL: A Minimalist Approach to Fully Decentralized Multi-Agent Reinforcement Learning Sep 17, 2022 Multi-agent Reinforcement Learning Q-Learning
— Unverified Selective Token Generation for Few-shot Natural Language Generation Sep 17, 2022 Data-to-Text Generation Language Modeling
Code Code Available Sample-Efficient Multi-Agent Reinforcement Learning with Demonstrations for Flocking Control Sep 17, 2022 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified Sub-optimal Policy Aided Multi-Agent Reinforcement Learning for Flocking Control Sep 17, 2022 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified Toward Safe and Accelerated Deep Reinforcement Learning for Next-Generation Wireless Networks Sep 16, 2022 Deep Reinforcement Learning Management
Code Code Available Value Summation: A Novel Scoring Function for MPC-based Model-based Reinforcement Learning Sep 16, 2022 Model-based Reinforcement Learning MuJoCo
— Unverified Optimizing Industrial HVAC Systems with Hierarchical Reinforcement Learning Sep 16, 2022 Hierarchical Reinforcement Learning reinforcement-learning
— Unverified Trustworthy Reinforcement Learning Against Intrinsic Vulnerabilities: Robustness, Safety, and Generalizability Sep 16, 2022 reinforcement-learning Reinforcement Learning
— Unverified Model Inversion Attacks against Graph Neural Networks Sep 16, 2022 model Reinforcement Learning (RL)
— Unverified Model-based gym environments for limit order book trading Sep 16, 2022 Algorithmic Trading Reinforcement Learning (RL)
Code Code Available Look where you look! Saliency-guided Q-networks for generalization in visual Reinforcement Learning Sep 16, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available Stability Constrained Reinforcement Learning for Decentralized Real-Time Voltage Control Sep 16, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available Reinforcement Learning-Based Cooperative P2P Power Trading between DC Nanogrid Clusters with Wind and PV Energy Resources Sep 16, 2022 energy trading Management
— Unverified Neuromuscular Reinforcement Learning to Actuate Human Limbs through FES Sep 16, 2022 reinforcement-learning Reinforcement Learning
— Unverified M^2DQN: A Robust Method for Accelerating Deep Q-learning Network Sep 16, 2022 Q-Learning reinforcement-learning
Code Code Available Conservative Dual Policy Optimization for Efficient Model-Based Reinforcement Learning Sep 16, 2022 Model-based Reinforcement Learning reinforcement-learning
— Unverified Adaptive Natural Language Generation for Task-oriented Dialogue via Reinforcement Learning Sep 16, 2022 Natural Language Understanding reinforcement-learning
Code Code Available Can Offline Reinforcement Learning Help Natural Language Understanding? Sep 15, 2022 Language Modeling Language Modelling
— Unverified IoT-Aerial Base Station Task Offloading with Risk-Sensitive Reinforcement Learning for Smart Agriculture Sep 15, 2022 Q-Learning Reinforcement Learning (RL)
— Unverified Constrained Update Projection Approach to Safe Policy Optimization Sep 15, 2022 Reinforcement Learning (RL) Safe Reinforcement Learning
Code Code Available Continuous MDP Homomorphisms and Homomorphic Policy Gradient Sep 15, 2022 continuous-control Continuous Control
Code Code Available COOL-MC: A Comprehensive Tool for Reinforcement Learning and Model Checking Sep 15, 2022 OpenAI Gym reinforcement-learning
Code Code Available Deep Reinforcement Learning for Task Offloading in UAV-Aided Smart Farm Networks Sep 15, 2022 Decision Making Deep Reinforcement Learning
— Unverified Mean-Field Approximation of Cooperative Constrained Multi-Agent Reinforcement Learning (CMARL) Sep 15, 2022 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified On the Reuse Bias in Off-Policy Reinforcement Learning Sep 15, 2022 continuous-control Continuous Control
Code Code Available ProAPT: Projection of APT Threats with Deep Reinforcement Learning Sep 15, 2022 Deep Reinforcement Learning reinforcement-learning
— Unverified Understanding Deep Neural Function Approximation in Reinforcement Learning via ε-Greedy Exploration Sep 15, 2022 reinforcement-learning Reinforcement Learning (RL)
— Unverified MIXRTs: Toward Interpretable Multi-Agent Reinforcement Learning via Mixing Recurrent Soft Decision Trees Sep 15, 2022 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified Scalable Task-Driven Robotic Swarm Control via Collision Avoidance and Learning Mean-Field Control Sep 15, 2022 Collision Avoidance Multi-agent Reinforcement Learning
— Unverified Analysis of Reinforcement Learning for determining task replication in workflows Sep 14, 2022 reinforcement-learning Reinforcement Learning
— Unverified Feature-Rich Long-term Bitcoin Trading Assistant Sep 14, 2022 reinforcement-learning Reinforcement Learning
— Unverified Knowledge Transfer in Deep Reinforcement Learning via an RL-Specific GAN-Based Correspondence Function Sep 14, 2022 Decision Making Deep Reinforcement Learning
Code Code Available Distributionally Robust Offline Reinforcement Learning with Linear Function Approximation Sep 14, 2022 Offline RL reinforcement-learning
— Unverified Robust Constrained Reinforcement Learning Sep 14, 2022 Adversarial Attack reinforcement-learning
— Unverified Unifying Causal Inference and Reinforcement Learning using Higher-Order Category Theory Sep 13, 2022 Causal Inference reinforcement-learning
— Unverified Designing Biological Sequences via Meta-Reinforcement Learning and Bayesian Optimization Sep 13, 2022 Bayesian Optimization global-optimization
— Unverified Active Perception Applied To Unmanned Aerial Vehicles Through Deep Reinforcement Learning Sep 13, 2022 Contrastive Learning Deep Reinforcement Learning
— Unverified A new Reinforcement Learning framework to discover natural flavor molecules Sep 13, 2022 reinforcement-learning Reinforcement Learning
— Unverified Data efficient reinforcement learning and adaptive optimal perimeter control of network traffic dynamics Sep 13, 2022 reinforcement-learning Reinforcement Learning (RL)
— Unverified Skip Training for Multi-Agent Reinforcement Learning Controller for Industrial Wave Energy Converters Sep 13, 2022 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified Model-based Reinforcement Learning with Multi-step Plan Value Estimation Sep 12, 2022 Model-based Reinforcement Learning reinforcement-learning
Code Code Available Self-supervised Sequential Information Bottleneck for Robust Exploration in Deep Reinforcement Learning Sep 12, 2022 Deep Reinforcement Learning Efficient Exploration
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