Controlgym: Large-Scale Control Environments for Benchmarking Reinforcement Learning Algorithms Nov 30, 2023 Benchmarking OpenAI Gym
Code Code Available Resilient Control of Networked Microgrids using Vertical Federated Reinforcement Learning: Designs and Real-Time Test-Bed Validations Nov 21, 2023 OpenAI Gym Reinforcement Learning (RL)
— Unverified Guaranteeing Control Requirements via Reward Shaping in Reinforcement Learning Nov 16, 2023 Deep Reinforcement Learning OpenAI Gym
Code Code Available Bridging Dimensions: Confident Reachability for High-Dimensional Controllers Nov 8, 2023 Knowledge Distillation OpenAI Gym
Code Code Available Repairing Learning-Enabled Controllers While Preserving What Works Nov 6, 2023 OpenAI Gym
Code Code Available SDGym: Low-Code Reinforcement Learning Environments using System Dynamics Models Oct 19, 2023 OpenAI Gym reinforcement-learning
Code Code Available Offline Retraining for Online RL: Decoupled Policy Learning to Mitigate Exploration Bias Oct 12, 2023 D4RL Offline RL
Code Code Available Neural architecture impact on identifying temporally extended Reinforcement Learning tasks Oct 4, 2023 Deep Reinforcement Learning image-classification
— Unverified Optimizing with Low Budgets: a Comparison on the Black-box Optimization Benchmarking Suite and OpenAI Gym Sep 29, 2023 Bayesian Optimization Benchmarking
— Unverified Implicit Sensing in Traffic Optimization: Advanced Deep Reinforcement Learning Techniques Sep 25, 2023 Autonomous Vehicles Deep Reinforcement Learning
— Unverified gym-saturation: Gymnasium environments for saturation provers (System description) Sep 16, 2023 OpenAI Gym reinforcement-learning
— Unverified Attention Loss Adjusted Prioritized Experience Replay Sep 13, 2023 Deep Reinforcement Learning Multi-agent Reinforcement Learning
— Unverified Statistically Efficient Variance Reduction with Double Policy Estimation for Off-Policy Evaluation in Sequence-Modeled Reinforcement Learning Aug 28, 2023 D4RL Off-policy evaluation
— Unverified Distributionally Robust Statistical Verification with Imprecise Neural Networks Aug 28, 2023 Active Learning MuJoCo
— Unverified qgym: A Gym for Training and Benchmarking RL-Based Quantum Compilation Aug 1, 2023 Benchmarking OpenAI Gym
Code Code Available On Combining Expert Demonstrations in Imitation Learning via Optimal Transport Jul 20, 2023 Imitation Learning OpenAI Gym
— Unverified Scaling Distributed Multi-task Reinforcement Learning with Experience Sharing Jul 11, 2023 Lifelong learning OpenAI Gym
— Unverified Dynamic Observation Policies in Observation Cost-Sensitive Reinforcement Learning Jul 5, 2023 OpenAI Gym reinforcement-learning
Code Code Available Learning Environment Models with Continuous Stochastic Dynamics Jun 29, 2023 Acrobot Benchmarking
— Unverified Correcting discount-factor mismatch in on-policy policy gradient methods Jun 23, 2023 OpenAI Gym Policy Gradient Methods
— Unverified Comparing the Efficacy of Fine-Tuning and Meta-Learning for Few-Shot Policy Imitation Jun 23, 2023 Few-Shot Image Classification Few-Shot Imitation Learning
Code Code Available Deep Reinforcement Learning for ESG financial portfolio management Jun 19, 2023 Decision Making Deep Reinforcement Learning
— Unverified Mimicking Better by Matching the Approximate Action Distribution Jun 16, 2023 Imitation Learning MuJoCo
Code Code Available Active Inference in Hebbian Learning Networks Jun 8, 2023 OpenAI Gym Q-Learning
— Unverified Risk-Aware Reward Shaping of Reinforcement Learning Agents for Autonomous Driving Jun 5, 2023 Autonomous Driving Motion Planning
Code Code Available For SALE: State-Action Representation Learning for Deep Reinforcement Learning Jun 4, 2023 continuous-control Continuous Control
Code Code Available Optimizing Attention and Cognitive Control Costs Using Temporally-Layered Architectures May 30, 2023 continuous-control Continuous Control
Code Code Available Discovering Individual Rewards in Collective Behavior through Inverse Multi-Agent Reinforcement Learning May 17, 2023 Multi-agent Reinforcement Learning OpenAI Gym
— Unverified Rethinking Population-assisted Off-policy Reinforcement Learning May 4, 2023 OpenAI Gym reinforcement-learning
— Unverified Gym-preCICE: Reinforcement Learning Environments for Active Flow Control May 3, 2023 OpenAI Gym reinforcement-learning
— Unverified Signal Novelty Detection as an Intrinsic Reward for Robotics Apr 14, 2023 Acrobot Anomaly Detection
Code Code Available Exact and Cost-Effective Automated Transformation of Neural Network Controllers to Decision Tree Controllers Apr 11, 2023 Decision Making OpenAI Gym
— Unverified Causal Repair of Learning-enabled Cyber-physical Systems Apr 6, 2023 counterfactual Diagnostic
— Unverified Generative Adversarial Neuroevolution for Control Behaviour Imitation Apr 3, 2023 Imitation Learning OpenAI Gym
Code Code Available Neuroevolution of Recurrent Architectures on Control Tasks Apr 3, 2023 Evolutionary Algorithms OpenAI Gym
Code Code Available Soft-Bellman Equilibrium in Affine Markov Games: Forward Solutions and Inverse Learning Mar 31, 2023 OpenAI Gym
Code Code Available Graph Decision Transformer Mar 7, 2023 Offline RL OpenAI Gym
— Unverified A Strategy-Oriented Bayesian Soft Actor-Critic Model Mar 7, 2023 continuous-control Continuous Control
— Unverified Local Environment Poisoning Attacks on Federated Reinforcement Learning Mar 5, 2023 Federated Learning OpenAI Gym
— Unverified Double A3C: Deep Reinforcement Learning on OpenAI Gym Games Mar 4, 2023 Atari Games Deep Reinforcement Learning
— Unverified ACPO: A Policy Optimization Algorithm for Average MDPs with Constraints Feb 2, 2023 OpenAI Gym Reinforcement Learning (RL)
— Unverified EvoX: A Distributed GPU-accelerated Framework for Scalable Evolutionary Computation Jan 29, 2023 GPU Navigate
Code Code Available Neural Episodic Control with State Abstraction Jan 27, 2023 Deep Reinforcement Learning MuJoCo
— Unverified PushWorld: A benchmark for manipulation planning with tools and movable obstacles Jan 24, 2023 OpenAI Gym Starcraft
Code Code Available Asynchronous Deep Double Duelling Q-Learning for Trading-Signal Execution in Limit Order Book Markets Jan 20, 2023 Deep Reinforcement Learning Management
— Unverified Off-Policy Reinforcement Learning with Loss Function Weighted by Temporal Difference Error Dec 26, 2022 Deep Reinforcement Learning OpenAI Gym
— Unverified Enhancing Cyber Resilience of Networked Microgrids using Vertical Federated Reinforcement Learning Dec 17, 2022 OpenAI Gym reinforcement-learning
— Unverified Robust Policy Optimization in Deep Reinforcement Learning Dec 14, 2022 continuous-control Continuous Control
Code Code Available CT-DQN: Control-Tutored Deep Reinforcement Learning Dec 2, 2022 Car Racing Deep Reinforcement Learning
— Unverified MO-Gym: A Library of Multi-Objective Reinforcement Learning Environments Nov 30, 2022 Multi-Objective Reinforcement Learning OpenAI Gym
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