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Deep Reinforcement Learning

Papers

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TitleStatusHype
Decentralized cooperative perception for autonomous vehicles: Learning to value the unknown0
Reinforced Approximate Exploratory Data Analysis0
Optimal Planning of Hybrid Energy Storage Systems using Curtailed Renewable Energy through Deep Reinforcement LearningCode1
MoDem: Accelerating Visual Model-Based Reinforcement Learning with DemonstrationsCode1
Where to go: Agent Guidance with Deep Reinforcement Learning in A City-Scale Online Ride-Hailing Service0
Hierarchical Deep Reinforcement Learning for VWAP Strategy Optimization0
Off-Policy Deep Reinforcement Learning Algorithms for Handling Various Robotic Manipulator Tasks0
Generalization Through the Lens of Learning Dynamics0
Targeted Adversarial Attacks on Deep Reinforcement Learning Policies via Model CheckingCode1
Design and Planning of Flexible Mobile Micro-Grids Using Deep Reinforcement Learning0
A Scale-Arbitrary Image Super-Resolution Network Using Frequency-domain Information0
A Novel Stochastic Gradient Descent Algorithm for Learning Principal Subspaces0
Accelerating Self-Imitation Learning from Demonstrations via Policy Constraints and Q-Ensemble0
Tiered Reward: Designing Rewards for Specification and Fast Learning of Desired BehaviorCode0
Cooperative Guidance Strategy for Active Defense Spacecraft with Imperfect Information via Deep Reinforcement Learning0
What is the Solution for State-Adversarial Multi-Agent Reinforcement Learning?Code0
Towards a more efficient computation of individual attribute and policy contribution for post-hoc explanation of cooperative multi-agent systems using Myerson valuesCode0
Efficient Learning of Voltage Control Strategies via Model-based Deep Reinforcement Learning0
A Novel Deep Reinforcement Learning Based Automated Stock Trading System Using Cascaded LSTM Networks0
A Hierarchical Deep Reinforcement Learning Framework for 6-DOF UCAV Air-to-Air Combat0
L2SR: Learning to Sample and Reconstruct for Accelerated MRI via Reinforcement LearningCode0
RLogist: Fast Observation Strategy on Whole-slide Images with Deep Reinforcement LearningCode1
MeshDQN: A Deep Reinforcement Learning Framework for Improving Meshes in Computational Fluid DynamicsCode1
CT-DQN: Control-Tutored Deep Reinforcement Learning0
STL-Based Synthesis of Feedback Controllers Using Reinforcement LearningCode0
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