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Deep Reinforcement Learning

Papers

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TitleStatusHype
Learning to Solve Job Shop Scheduling under UncertaintyCode2
Towards Fair and Efficient Learning-based Congestion ControlCode0
Deep Reinforcement Learning for Dynamic Algorithm Selection: A Proof-of-Principle Study on Differential Evolution0
Twisting Lids Off with Two Hands0
Iterated Q-Network: Beyond One-Step Bellman Updates in Deep Reinforcement Learning0
Cross Domain Policy Transfer with Effect Cycle-Consistency0
A Holistic Power Optimization Approach for Microgrid Control Based on Deep Reinforcement LearningCode1
Robustifying a Policy in Multi-Agent RL with Diverse Cooperative Behaviors and Adversarial Style Sampling for Assistive Tasks0
Robust Deep Reinforcement Learning Through Adversarial Attacks and Training : A Survey0
Snapshot Reinforcement Learning: Leveraging Prior Trajectories for EfficiencyCode0
Deep Reinforcement Learning for Solving Management Problems: Towards A Large Management Mode0
Cloud-based Federated Learning Framework for MRI Segmentation0
A Model-Based Approach for Improving Reinforcement Learning Efficiency Leveraging Expert ObservationsCode0
Disentangling the Causes of Plasticity Loss in Neural Networks0
Deep Reinforcement Learning: A Convex Optimization Approach0
Temporal-Aware Deep Reinforcement Learning for Energy Storage Bidding in Energy and Contingency Reserve Markets0
The Fusion of Deep Reinforcement Learning and Edge Computing for Real-time Monitoring and Control Optimization in IoT Environments0
Why Do Animals Need Shaping? A Theory of Task Composition and Curriculum Learning0
Computational Offloading in Semantic-Aware Cloud-Edge-End Collaborative Networks0
Symmetry-aware Reinforcement Learning for Robotic Assembly under Partial Observability with a Soft WristCode0
Advancing Investment Frontiers: Industry-grade Deep Reinforcement Learning for Portfolio Optimization0
Multi-Agent Deep Reinforcement Learning for Distributed Satellite Routing0
Model Free Deep Deterministic Policy Gradient Controller for Setpoint Tracking of Non-minimum Phase Systems0
Beacon, a lightweight deep reinforcement learning benchmark library for flow controlCode1
Emergency Caching: Coded Caching-based Reliable Map Transmission in Emergency Networks0
Flexible Robust Beamforming for Multibeam Satellite Downlink using Reinforcement LearningCode1
Rate Splitting Multiple Access-Enabled Adaptive Panoramic Video Semantic Transmission0
Model-based deep reinforcement learning for accelerated learning from flow simulationsCode0
Scalable Volt-VAR Optimization using RLlib-IMPALA Framework: A Reinforcement Learning ApproachCode0
A priori Estimates for Deep Residual Network in Continuous-time Reinforcement Learning0
Combining Transformer based Deep Reinforcement Learning with Black-Litterman Model for Portfolio Optimization0
SHM-Traffic: DRL and Transfer learning based UAV Control for Structural Health Monitoring of Bridges with Traffic0
Quantum Circuit Optimization with AlphaTensor0
Transformable Gaussian Reward Function for Socially-Aware Navigation with Deep Reinforcement LearningCode1
Synthesis of Hierarchical Controllers Based on Deep Reinforcement Learning Policies0
Mastering the Game of Guandan with Deep Reinforcement Learning and Behavior Regulating0
Deep Hedging with Market Impact0
Antifragile Perimeter Control: Anticipating and Gaining from Disruptions with Reinforcement Learning0
Discovering Behavioral Modes in Deep Reinforcement Learning Policies Using Trajectory Clustering in Latent Space0
Analyzing Operator States and the Impact of AI-Enhanced Decision Support in Control Rooms: A Human-in-the-Loop Specialized Reinforcement Learning Framework for Intervention StrategiesCode0
In value-based deep reinforcement learning, a pruned network is a good network0
Joint mode switching and resource allocation in wireless-powered RIS-aided multiuser communication systems0
Revisiting Data Augmentation in Deep Reinforcement LearningCode0
A novel framework for adaptive stress testing of autonomous vehicles in highways0
Optimal Parallelization Strategies for Active Flow Control in Deep Reinforcement Learning-Based Computational Fluid Dynamics0
Combinatorial Client-Master Multiagent Deep Reinforcement Learning for Task Offloading in Mobile Edge ComputingCode2
Deep Reinforcement Learning Based Toolpath Generation for Thermal Uniformity in Laser Powder Bed Fusion Process0
SINR-Aware Deep Reinforcement Learning for Distributed Dynamic Channel Allocation in Cognitive Interference Networks0
Surpassing legacy approaches to PWR core reload optimization with single-objective Reinforcement learning0
Revisiting Experience Replayable Conditions0
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