| Less is More: A Stealthy and Efficient Adversarial Attack Method for DRL-based Autonomous Driving Policies | Dec 4, 2024 | Adversarial AttackAutonomous Driving | —Unverified | 0 |
| Using Deep Reinforcement Learning to Enhance Channel Sampling Patterns in Integrated Sensing and Communication | Dec 4, 2024 | Deep Reinforcement LearningIntegrated sensing and communication | —Unverified | 0 |
| From Mystery to Mastery: Failure Diagnosis for Improving Manipulation Policies | Dec 3, 2024 | Deep Reinforcement LearningRobot Manipulation | —Unverified | 0 |
| GNN-based Auto-Encoder for Short Linear Block Codes: A DRL Approach | Dec 3, 2024 | DecoderDeep Reinforcement Learning | —Unverified | 0 |
| Optimizing Plastic Waste Collection in Water Bodies Using Heterogeneous Autonomous Surface Vehicles with Deep Reinforcement Learning | Dec 3, 2024 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Step-by-Step Guidance to Differential Anemia Diagnosis with Real-World Data and Deep Reinforcement Learning | Dec 3, 2024 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Conformal Symplectic Optimization for Stable Reinforcement Learning | Dec 3, 2024 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 2 |
| A Memory-Based Reinforcement Learning Approach to Integrated Sensing and Communication | Dec 2, 2024 | Deep Reinforcement LearningIntegrated sensing and communication | —Unverified | 0 |
| Multi-Agent Deep Reinforcement Learning for Distributed and Autonomous Platoon Coordination via Speed-regulation over Large-scale Transportation Networks | Dec 2, 2024 | Deep Reinforcement Learning | —Unverified | 0 |
| Combinatorial Rising Bandit | Dec 1, 2024 | Deep Reinforcement LearningRecommendation Systems | —Unverified | 0 |
| SANGO: Socially Aware Navigation through Grouped Obstacles | Nov 29, 2024 | Deep Reinforcement LearningNavigate | —Unverified | 0 |
| Core Placement Optimization of Many-core Brain-Inspired Near-Storage Systems for Spiking Neural Network Training | Nov 29, 2024 | Deep Reinforcement Learning | —Unverified | 0 |
| A Comprehensive Survey of Reinforcement Learning: From Algorithms to Practical Challenges | Nov 28, 2024 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| JPPO: Joint Power and Prompt Optimization for Accelerated Large Language Model Services | Nov 27, 2024 | Deep Reinforcement LearningLanguage Modeling | —Unverified | 0 |
| Monocular Obstacle Avoidance Based on Inverse PPO for Fixed-wing UAVs | Nov 27, 2024 | Collision AvoidanceDeep Reinforcement Learning | CodeCode Available | 2 |
| Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network | Nov 27, 2024 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Application of Soft Actor-Critic Algorithms in Optimizing Wastewater Treatment with Time Delays Integration | Nov 27, 2024 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Joint Combinatorial Node Selection and Resource Allocations in the Lightning Network using Attention-based Reinforcement Learning | Nov 26, 2024 | continuous-controlContinuous Control | —Unverified | 0 |
| CRASH: Challenging Reinforcement-Learning Based Adversarial Scenarios For Safety Hardening | Nov 26, 2024 | Autonomous VehiclesDeep Reinforcement Learning | —Unverified | 0 |
| Continual Deep Reinforcement Learning with Task-Agnostic Policy Distillation | Nov 25, 2024 | Continual LearningDeep Reinforcement Learning | CodeCode Available | 0 |
| Why the Agent Made that Decision: Explaining Deep Reinforcement Learning with Vision Masks | Nov 25, 2024 | Atari Gamescounterfactual | —Unverified | 0 |
| Broad Critic Deep Actor Reinforcement Learning for Continuous Control | Nov 24, 2024 | Computational Efficiencycontinuous-control | —Unverified | 0 |
| Learning a local trading strategy: deep reinforcement learning for grid-scale renewable energy integration | Nov 23, 2024 | Deep Reinforcement LearningDiversity | —Unverified | 0 |
| Deep Policy Gradient Methods Without Batch Updates, Target Networks, or Replay Buffers | Nov 22, 2024 | AvgDeep Reinforcement Learning | CodeCode Available | 1 |
| Learning-Enabled Adaptive Voltage Protection Against Load Alteration Attacks On Smart Grids | Nov 21, 2024 | Deep Reinforcement Learning | —Unverified | 0 |
| A Systematic Study of Multi-Agent Deep Reinforcement Learning for Safe and Robust Autonomous Highway Ramp Entry | Nov 21, 2024 | Autonomous DrivingDeep Reinforcement Learning | —Unverified | 0 |
| Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach | Nov 21, 2024 | Deep Reinforcement Learning | —Unverified | 0 |
| DRL-Based Optimization for AoI and Energy Consumption in C-V2X Enabled IoV | Nov 20, 2024 | Deep Reinforcement LearningScheduling | CodeCode Available | 1 |
| Action-Attentive Deep Reinforcement Learning for Autonomous Alignment of Beamlines | Nov 19, 2024 | Bayesian OptimizationDeep Reinforcement Learning | CodeCode Available | 0 |
| SkillTree: Explainable Skill-Based Deep Reinforcement Learning for Long-Horizon Control Tasks | Nov 19, 2024 | continuous-controlContinuous Control | —Unverified | 0 |
| HEIGHT: Heterogeneous Interaction Graph Transformer for Robot Navigation in Crowded and Constrained Environments | Nov 19, 2024 | Deep Reinforcement LearningRobot Navigation | —Unverified | 0 |
| Reinforced Symbolic Learning with Logical Constraints for Predicting Turbine Blade Fatigue Life | Nov 18, 2024 | Deep Reinforcement LearningSymbolic Regression | —Unverified | 0 |
| Signaling and Social Learning in Swarms of Robots | Nov 18, 2024 | Deep Reinforcement Learning | —Unverified | 0 |
| Dynamics of Resource Allocation in O-RANs: An In-depth Exploration of On-Policy and Off-Policy Deep Reinforcement Learning for Real-Time Applications | Nov 17, 2024 | Deep Reinforcement Learning | —Unverified | 0 |
| Reinforcing Competitive Multi-Agents for Playing So Long Sucker | Nov 17, 2024 | BenchmarkingDeep Reinforcement Learning | —Unverified | 0 |
| Wireless Resource Allocation with Collaborative Distributed and Centralized DRL under Control Channel Attacks | Nov 16, 2024 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Mitigating Parameter Degeneracy using Joint Conditional Diffusion Model for WECC Composite Load Model in Power Systems | Nov 15, 2024 | Deep Reinforcement Learningmodel | —Unverified | 0 |
| That Chip Has Sailed: A Critique of Unfounded Skepticism Around AI for Chip Design | Nov 15, 2024 | Deep Reinforcement Learning | CodeCode Available | 5 |
| Fair Resource Allocation in Weakly Coupled Markov Decision Processes | Nov 14, 2024 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Edge Caching Optimization with PPO and Transfer Learning for Dynamic Environments | Nov 14, 2024 | Deep Reinforcement LearningTransfer Learning | —Unverified | 0 |
| Towards Practical Deep Schedulers for Allocating Cellular Radio Resources | Nov 13, 2024 | Deep Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| Towards Secure Intelligent O-RAN Architecture: Vulnerabilities, Threats and Promising Technical Solutions using LLMs | Nov 13, 2024 | Deep Reinforcement Learning | —Unverified | 0 |
| Test Where Decisions Matter: Importance-driven Testing for Deep Reinforcement Learning | Nov 12, 2024 | Deep Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| Optimizing Traffic Signal Control using High-Dimensional State Representation and Efficient Deep Reinforcement Learning | Nov 12, 2024 | Deep Reinforcement LearningModel Compression | —Unverified | 0 |
| Model Partition and Resource Allocation for Split Learning in Vehicular Edge Networks | Nov 11, 2024 | Autonomous DrivingDeep Reinforcement Learning | —Unverified | 0 |
| Joint Age-State Belief is All You Need: Minimizing AoII via Pull-Based Remote Estimation | Nov 11, 2024 | AllDeep Reinforcement Learning | —Unverified | 0 |
| GSL-PCD: Improving Generalist-Specialist Learning with Point Cloud Feature-based Task Partitioning | Nov 11, 2024 | Deep Reinforcement Learning | —Unverified | 0 |
| To Train or Not to Train: Balancing Efficiency and Training Cost in Deep Reinforcement Learning for Mobile Edge Computing | Nov 11, 2024 | Deep Reinforcement LearningEdge-computing | —Unverified | 0 |
| OCMDP: Observation-Constrained Markov Decision Process | Nov 11, 2024 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Real-time Monitoring and Analysis of Track and Field Athletes Based on Edge Computing and Deep Reinforcement Learning Algorithm | Nov 11, 2024 | Deep LearningDeep Reinforcement Learning | —Unverified | 0 |