| A Consciousness-Inspired Planning Agent for Model-Based Reinforcement Learning | Jun 3, 2021 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 1 |
| Goal Misgeneralization in Deep Reinforcement Learning | May 28, 2021 | Deep Reinforcement LearningNavigate | CodeCode Available | 1 |
| Robust Value Iteration for Continuous Control Tasks | May 25, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Gym-μRTS: Toward Affordable Full Game Real-time Strategy Games Research with Deep Reinforcement Learning | May 21, 2021 | Deep Reinforcement LearningGPU | CodeCode Available | 1 |
| Spectral Normalisation for Deep Reinforcement Learning: an Optimisation Perspective | May 11, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Value Iteration in Continuous Actions, States and Time | May 10, 2021 | Deep Reinforcement Learning | CodeCode Available | 1 |
| Deep reinforcement learning-designed radiofrequency waveform in MRI | May 7, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Meta-Learning-Based Deep Reinforcement Learning for Multiobjective Optimization Problems | May 6, 2021 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Solve routing problems with a residual edge-graph attention neural network | May 6, 2021 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Deep Reinforcement Learning for Adaptive Exploration of Unknown Environments | May 4, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Deep Reinforcement Trading with Predictable Returns | Apr 29, 2021 | ClusteringDeep Reinforcement Learning | CodeCode Available | 1 |
| A Scalable and Reproducible System-on-Chip Simulation for Reinforcement Learning | Apr 27, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Computational Performance of Deep Reinforcement Learning to find Nash Equilibria | Apr 26, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Graph Neural Network Reinforcement Learning for Autonomous Mobility-on-Demand Systems | Apr 23, 2021 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Quantum Architecture Search via Deep Reinforcement Learning | Apr 15, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Decomposed Soft Actor-Critic Method for Cooperative Multi-Agent Reinforcement Learning | Apr 14, 2021 | counterfactualDeep Reinforcement Learning | CodeCode Available | 1 |
| Arena-Rosnav: Towards Deployment of Deep-Reinforcement-Learning-Based Obstacle Avoidance into Conventional Autonomous Navigation Systems | Apr 8, 2021 | Autonomous NavigationDeep Reinforcement Learning | CodeCode Available | 1 |
| Connecting Deep-Reinforcement-Learning-based Obstacle Avoidance with Conventional Global Planners using Waypoint Generators | Apr 8, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| A Reinforcement Learning Environment For Job-Shop Scheduling | Apr 8, 2021 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Simultaneous Navigation and Construction Benchmarking Environments | Mar 31, 2021 | BenchmarkingDeep Reinforcement Learning | CodeCode Available | 1 |
| Co-Adaptation of Algorithmic and Implementational Innovations in Inference-based Deep Reinforcement Learning | Mar 31, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Deep Reinforcement Learning for Resource Allocation in Business Processes | Mar 29, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| MedSelect: Selective Labeling for Medical Image Classification Combining Meta-Learning with Deep Reinforcement Learning | Mar 26, 2021 | Deep Reinforcement LearningGeneral Classification | CodeCode Available | 1 |
| Agent with Warm Start and Adaptive Dynamic Termination for Plane Localization in 3D Ultrasound | Mar 26, 2021 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Character Controllers Using Motion VAEs | Mar 26, 2021 | Continuous ControlDeep Reinforcement Learning | CodeCode Available | 1 |
| Model Predictive Actor-Critic: Accelerating Robot Skill Acquisition with Deep Reinforcement Learning | Mar 25, 2021 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 1 |
| Spatial Intention Maps for Multi-Agent Mobile Manipulation | Mar 23, 2021 | Deep Reinforcement Learning | CodeCode Available | 1 |
| Learning to Recommend Frame for Interactive Video Object Segmentation in the Wild | Mar 18, 2021 | Deep Reinforcement LearningInteractive Video Object Segmentation | CodeCode Available | 1 |
| TeachMyAgent: a Benchmark for Automatic Curriculum Learning in Deep RL | Mar 17, 2021 | Deep Reinforcement Learning | CodeCode Available | 1 |
| Inclined Quadrotor Landing using Deep Reinforcement Learning | Mar 16, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Deep Reinforcement Learning for Band Selection in Hyperspectral Image Classification | Mar 15, 2021 | ClassificationDeep Reinforcement Learning | CodeCode Available | 1 |
| Large Batch Simulation for Deep Reinforcement Learning | Mar 12, 2021 | Deep Reinforcement LearningGPU | CodeCode Available | 1 |
| Generalizable Episodic Memory for Deep Reinforcement Learning | Mar 11, 2021 | Atari Gamescontinuous-control | CodeCode Available | 1 |
| Iterative Shrinking for Referring Expression Grounding Using Deep Reinforcement Learning | Mar 9, 2021 | Deep Reinforcement LearningReferring Expression | CodeCode Available | 1 |
| Latent Imagination Facilitates Zero-Shot Transfer in Autonomous Racing | Mar 8, 2021 | Autonomous Racingcontinuous-control | CodeCode Available | 1 |
| GANav: Efficient Terrain Segmentation for Robot Navigation in Unstructured Outdoor Environments | Mar 7, 2021 | Deep Reinforcement LearningRobot Navigation | CodeCode Available | 1 |
| DeepFreight: Integrating Deep Reinforcement Learning and Mixed Integer Programming for Multi-transfer Truck Freight Delivery | Mar 5, 2021 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Continuous Coordination As a Realistic Scenario for Lifelong Learning | Mar 4, 2021 | Continual LearningDeep Reinforcement Learning | CodeCode Available | 1 |
| Improving Computational Efficiency in Visual Reinforcement Learning via Stored Embeddings | Mar 4, 2021 | Atari GamesComputational Efficiency | CodeCode Available | 1 |
| Deep Reinforcement Learning for URLLC data management on top of scheduled eMBB traffic | Mar 2, 2021 | Deep Reinforcement LearningManagement | CodeCode Available | 1 |
| Robot Navigation in a Crowd by Integrating Deep Reinforcement Learning and Online Planning | Feb 26, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Task-Agnostic Morphology Evolution | Feb 25, 2021 | Deep Reinforcement Learning | CodeCode Available | 1 |
| Memory-based Deep Reinforcement Learning for POMDPs | Feb 24, 2021 | Deep Reinforcement LearningFeature Engineering | CodeCode Available | 1 |
| Accelerated Sim-to-Real Deep Reinforcement Learning: Learning Collision Avoidance from Human Player | Feb 21, 2021 | Collision AvoidanceDeep Reinforcement Learning | CodeCode Available | 1 |
| Decoupling Value and Policy for Generalization in Reinforcement Learning | Feb 20, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Adaptive Rational Activations to Boost Deep Reinforcement Learning | Feb 18, 2021 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| State Entropy Maximization with Random Encoders for Efficient Exploration | Feb 18, 2021 | Deep Reinforcement LearningEfficient Exploration | CodeCode Available | 1 |
| Training a Resilient Q-Network against Observational Interference | Feb 18, 2021 | Causal InferenceDeep Reinforcement Learning | CodeCode Available | 1 |
| Intelligent Electric Vehicle Charging Recommendation Based on Multi-Agent Reinforcement Learning | Feb 15, 2021 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Scaling Multi-Agent Reinforcement Learning with Selective Parameter Sharing | Feb 15, 2021 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | CodeCode Available | 1 |
