| Developing an OpenAI Gym-compatible framework and simulation environment for testing Deep Reinforcement Learning agents solving the Ambulance Location Problem | Jan 12, 2021 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| Solving Common-Payoff Games with Approximate Policy Iteration | Jan 11, 2021 | DecoderDeep Reinforcement Learning | CodeCode Available | 0 |
| Cross-Modal Contrastive Learning of Representations for Navigation using Lightweight, Low-Cost Millimeter Wave Radar for Adverse Environmental Conditions | Jan 10, 2021 | Autonomous NavigationContrastive Learning | CodeCode Available | 1 |
| Robust and Scalable Routing with Multi-Agent Deep Reinforcement Learning for MANETs | Jan 9, 2021 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| Deep Reinforcement Learning with Function Properties in Mean Reversion Strategies | Jan 9, 2021 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| A Reinforcement Learning Based Encoder-Decoder Framework for Learning Stock Trading Rules | Jan 8, 2021 | DecoderDeep Reinforcement Learning | CodeCode Available | 1 |
| Deep Reinforcement Learning with Quantum-inspired Experience Replay | Jan 6, 2021 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Joint Deep Reinforcement Learning and Unfolding: Beam Selection and Precoding for mmWave Multiuser MIMO with Lens Arrays | Jan 5, 2021 | Deep Reinforcement Learning | CodeCode Available | 1 |
| An A* Curriculum Approach to Reinforcement Learning for RGBD Indoor Robot Navigation | Jan 5, 2021 | Deep Reinforcement LearningGPU | —Unverified | 0 |
| A novel policy for pre-trained Deep Reinforcement Learning for Speech Emotion Recognition | Jan 4, 2021 | Cross-corpusDeep Reinforcement Learning | CodeCode Available | 0 |
| MetaVIM: Meta Variationally Intrinsic Motivated Reinforcement Learning for Decentralized Traffic Signal Control | Jan 4, 2021 | Deep Reinforcement LearningMeta-Learning | CodeCode Available | 1 |
| Effective Communications: A Joint Learning and Communication Framework for Multi-Agent Reinforcement Learning over Noisy Channels | Jan 2, 2021 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | —Unverified | 0 |
| Faults in Deep Reinforcement Learning Programs: A Taxonomy and A Detection Approach | Jan 1, 2021 | Deep Reinforcement LearningFault Detection | CodeCode Available | 0 |
| Deep Reinforcement Learning-based Anti-jamming Power Allocation in a Two-cell NOMA Network | Jan 1, 2021 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| A Survey on Deep Reinforcement Learning for Audio-Based Applications | Jan 1, 2021 | Audio Signal ProcessingDeep Reinforcement Learning | —Unverified | 0 |
| Hierarchical Meta Reinforcement Learning for Multi-Task Environments | Jan 1, 2021 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 0 |
| Cross-State Self-Constraint for Feature Generalization in Deep Reinforcement Learning | Jan 1, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Average Reward Reinforcement Learning with Monotonic Policy Improvement | Jan 1, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Understanding and Leveraging Causal Relations in Deep Reinforcement Learning | Jan 1, 2021 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Deep Reinforcement Learning With Adaptive Combined Critics | Jan 1, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Daylight: Assessing Generalization Skills of Deep Reinforcement Learning Agents | Jan 1, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| FactoredRL: Leveraging Factored Graphs for Deep Reinforcement Learning | Jan 1, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Learning Predictive Communication by Imagination in Networked System Control | Jan 1, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Discrete Predictive Representation for Long-horizon Planning | Jan 1, 2021 | Deep Reinforcement LearningObject | —Unverified | 0 |
| Exploring Transferability of Perturbations in Deep Reinforcement Learning | Jan 1, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Optimistic Exploration with Backward Bootstrapped Bonus for Deep Reinforcement Learning | Jan 1, 2021 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Practical Marginalized Importance Sampling with the Successor Representation | Jan 1, 2021 | Deep Reinforcement LearningMuJoCo | —Unverified | 0 |
| PGPS : Coupling Policy Gradient with Population-based Search | Jan 1, 2021 | Deep Reinforcement LearningMuJoCo | —Unverified | 0 |
| Compute- and Memory-Efficient Reinforcement Learning with Latent Experience Replay | Jan 1, 2021 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Intrinsically Guided Exploration in Meta Reinforcement Learning | Jan 1, 2021 | Deep Reinforcement LearningEfficient Exploration | —Unverified | 0 |
| Coordinated Multi-Agent Exploration Using Shared Goals | Jan 1, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Learning Latent Landmarks for Generalizable Planning | Jan 1, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Genetic Soft Updates for Policy Evolution in Deep Reinforcement Learning | Jan 1, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Weighted Bellman Backups for Improved Signal-to-Noise in Q-Updates | Jan 1, 2021 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| A Robust Fuel Optimization Strategy For Hybrid Electric Vehicles: A Deep Reinforcement Learning Based Continuous Time Design Approach | Jan 1, 2021 | Deep Reinforcement LearningManagement | —Unverified | 0 |
| Deep Q-Learning with Low Switching Cost | Jan 1, 2021 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Deep Q Learning from Dynamic Demonstration with Behavioral Cloning | Jan 1, 2021 | Deep Reinforcement LearningOpenAI Gym | —Unverified | 0 |
| ReaPER: Improving Sample Efficiency in Model-Based Latent Imagination | Jan 1, 2021 | Deep Reinforcement Learning | —Unverified | 0 |
| Bounded Myopic Adversaries for Deep Reinforcement Learning Agents | Jan 1, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Simple Augmentation Goes a Long Way: ADRL for DNN Quantization | Jan 1, 2021 | Deep Reinforcement LearningQuantization | —Unverified | 0 |
| Regularization Matters in Policy Optimization - An Empirical Study on Continuous Control | Jan 1, 2021 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms | Jan 1, 2021 | BenchmarkingDeep Reinforcement Learning | —Unverified | 0 |
| Playing Atari with Capsule Networks: A systematic comparison of CNN and CapsNets-based agents. | Jan 1, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Using Deep Reinforcement Learning to Train and Evaluate Instructional Sequencing Policies for an Intelligent Tutoring System | Jan 1, 2021 | Deep Reinforcement LearningKnowledge Tracing | —Unverified | 0 |
| Interpretable Reinforcement Learning With Neural Symbolic Logic | Jan 1, 2021 | Deep Reinforcement LearningHierarchical Reinforcement Learning | —Unverified | 0 |
| Factored Action Spaces in Deep Reinforcement Learning | Jan 1, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Monotonic Robust Policy Optimization with Model Discrepancy | Jan 1, 2021 | Deep Reinforcement LearningDiversity | —Unverified | 0 |
| Autonomous Maintenance in IoT Networks via AoI-driven Deep Reinforcement Learning | Dec 31, 2020 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Curriculum-based Deep Reinforcement Learning for Quantum Control | Dec 31, 2020 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Robotic Grasping of Fully-Occluded Objects using RF Perception | Dec 31, 2020 | Deep Reinforcement LearningEfficient Exploration | —Unverified | 0 |
