Automated Reinforcement Learning (AutoRL): A Survey and Open Problems Jan 11, 2022 AutoML Meta-Learning
— Unverified Benchmarking Deep Reinforcement Learning Algorithms for Vision-based Robotics Jan 11, 2022 Benchmarking Deep Reinforcement Learning
— Unverified Active Reinforcement Learning -- A Roadmap Towards Curious Classifier Systems for Self-Adaptation Jan 11, 2022 Active Learning Anomaly Detection
— Unverified In Defense of the Unitary Scalarization for Deep Multi-Task Learning Jan 11, 2022 Multi-Task Learning Reinforcement Learning (RL)
Code Code Available STIR^2: Reward Relabelling for combined Reinforcement and Imitation Learning on sparse-reward tasks Jan 11, 2022 Autonomous Driving Decision Making
— Unverified Pavlovian Signalling with General Value Functions in Agent-Agent Temporal Decision Making Jan 11, 2022 Decision Making reinforcement-learning
— Unverified Distributed Cooperative Multi-Agent Reinforcement Learning with Directed Coordination Graph Jan 10, 2022 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified State of the Art of User Simulation approaches for conversational information retrieval Jan 10, 2022 Decision Making Information Retrieval
— Unverified Opportunities of Hybrid Model-based Reinforcement Learning for Cell Therapy Manufacturing Process Control Jan 10, 2022 Decision Making Model-based Reinforcement Learning
— Unverified When is Offline Two-Player Zero-Sum Markov Game Solvable? Jan 10, 2022 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified Verified Probabilistic Policies for Deep Reinforcement Learning Jan 10, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available A Multi-agent Reinforcement Learning Approach for Efficient Client Selection in Federated Learning Jan 9, 2022 Federated Learning Multi-agent Reinforcement Learning
— Unverified Assessing Policy, Loss and Planning Combinations in Reinforcement Learning using a New Modular Architecture Jan 8, 2022 Deep Reinforcement Learning Model-based Reinforcement Learning
— Unverified Mirror Learning: A Unifying Framework of Policy Optimisation Jan 7, 2022 Deep Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Neural Network Optimization for Reinforcement Learning Tasks Using Sparse Computations Jan 7, 2022 Network Pruning reinforcement-learning
— Unverified Offline Reinforcement Learning for Road Traffic Control Jan 7, 2022 Offline RL reinforcement-learning
— Unverified SABLAS: Learning Safe Control for Black-box Dynamical Systems Jan 6, 2022 Reinforcement Learning (RL)
Code Code Available Combining Reinforcement Learning and Inverse Reinforcement Learning for Asset Allocation Recommendations Jan 6, 2022 reinforcement-learning Reinforcement Learning
— Unverified Sample Efficient Deep Reinforcement Learning via Uncertainty Estimation Jan 5, 2022 continuous-control Continuous Control
Code Code Available Offsetting Unequal Competition through RL-assisted Incentive Schemes Jan 5, 2022 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified Using Simulation Optimization to Improve Zero-shot Policy Transfer of Quadrotors Jan 4, 2022 reinforcement-learning Reinforcement Learning (RL)
Code Code Available Deep Reinforcement Learning, a textbook Jan 4, 2022 Autonomous Driving Deep Reinforcement Learning
— Unverified Deep Learning-based Predictive Control of Battery Management for Frequency Regulation Jan 4, 2022 Management Model Predictive Control
Code Code Available Learning Complex Spatial Behaviours in ABM: An Experimental Observational Study Jan 4, 2022 Decision Making Reinforcement Learning (RL)
— Unverified Analyzing Micro-Founded General Equilibrium Models with Many Agents using Deep Reinforcement Learning Jan 3, 2022 Deep Reinforcement Learning GPU
— Unverified A Deeper Understanding of State-Based Critics in Multi-Agent Reinforcement Learning Jan 3, 2022 Multi-agent Reinforcement Learning reinforcement-learning
— Unverified Execute Order 66: Targeted Data Poisoning for Reinforcement Learning Jan 3, 2022 Atari Games Data Poisoning
— Unverified Actor-Critic Network for Q&A in an Adversarial Environment Jan 3, 2022 reinforcement-learning Reinforcement Learning (RL)
— Unverified Hybrid intelligence for dynamic job-shop scheduling with deep reinforcement learning and attention mechanism Jan 3, 2022 Deep Reinforcement Learning Graph Representation Learning
Code Code Available Robust Algorithmic Collusion Jan 2, 2022 reinforcement-learning Reinforcement Learning (RL)
— Unverified Toward Causal-Aware RL: State-Wise Action-Refined Temporal Difference Jan 2, 2022 continuous-control Continuous Control
Code Code Available Reinforcement Learning for Task Specifications with Action-Constraints Jan 2, 2022 Q-Learning reinforcement-learning
— Unverified Temporal Complementarity-Guided Reinforcement Learning for Image-to-Video Person Re-Identification Jan 1, 2022 Deep Reinforcement Learning Image-To-Video Person Re-Identification
— Unverified Symmetry-Aware Neural Architecture for Embodied Visual Exploration Jan 1, 2022 Deep Reinforcement Learning Reinforcement Learning (RL)
— Unverified Joint Learning-Based Stabilization of Multiple Unknown Linear Systems Jan 1, 2022 Reinforcement Learning (RL)
— Unverified A Surrogate-Assisted Controller for Expensive Evolutionary Reinforcement Learning Jan 1, 2022 continuous-control Continuous Control
— Unverified Toward Pareto Efficient Fairness-Utility Trade-off inRecommendation through Reinforcement Learning Jan 1, 2022 Fairness Multi-Objective Reinforcement Learning
— Unverified Operator Deep Q-Learning: Zero-Shot Reward Transferring in Reinforcement Learning Jan 1, 2022 Q-Learning reinforcement-learning
— Unverified Transfer RL across Observation Feature Spaces via Model-Based Regularization Jan 1, 2022 Reinforcement Learning (RL)
— Unverified Stochastic convex optimization for provably efficient apprenticeship learning Dec 31, 2021 Imitation Learning reinforcement-learning
— Unverified Using Graph-Aware Reinforcement Learning to Identify Winning Strategies in Diplomacy Games (Student Abstract) Dec 31, 2021 reinforcement-learning Reinforcement Learning
— Unverified Single-Shot Pruning for Offline Reinforcement Learning Dec 31, 2021 continuous-control Continuous Control
— Unverified Robust Entropy-regularized Markov Decision Processes Dec 31, 2021 Imitation Learning Reinforcement Learning (RL)
— Unverified SimSR: Simple Distance-based State Representation for Deep Reinforcement Learning Dec 31, 2021 Deep Reinforcement Learning MuJoCo
Code Code Available A Theoretical Understanding of Gradient Bias in Meta-Reinforcement Learning Dec 31, 2021 Atari Games Meta Reinforcement Learning
Code Code Available Importance of Empirical Sample Complexity Analysis for Offline Reinforcement Learning Dec 31, 2021 Offline RL reinforcement-learning
— Unverified Stability-Preserving Automatic Tuning of PID Control with Reinforcement Learning Dec 30, 2021 reinforcement-learning Reinforcement Learning
— Unverified Reversible Upper Confidence Bound Algorithm to Generate Diverse Optimized Candidates Dec 30, 2021 Drug Discovery reinforcement-learning
— Unverified Multi-Agent Reinforcement Learning via Adaptive Kalman Temporal Difference and Successor Representation Dec 30, 2021 Multi-agent Reinforcement Learning OpenAI Gym
— Unverified Constructing a Good Behavior Basis for Transfer using Generalized Policy Updates Dec 30, 2021 reinforcement-learning Reinforcement Learning (RL)
— Unverified 