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Deep Reinforcement Learning

Papers

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TitleStatusHype
Design of Artificial Intelligence Agents for Games using Deep Reinforcement Learning0
Attention-based Deep Reinforcement Learning for Multi-view Environments0
Autonomous Management of Energy-Harvesting IoT Nodes Using Deep Reinforcement LearningCode0
Multi-Pass Q-Networks for Deep Reinforcement Learning with Parameterised Action SpacesCode0
Mitigating Deep Learning Vulnerabilities from Adversarial Examples Attack in the Cybersecurity Domain0
Toward Packet Routing with Fully-distributed Multi-agent Deep Reinforcement Learning0
Learning to EvolveCode0
Longitudinal Dynamic versus Kinematic Models for Car-Following Control Using Deep Reinforcement Learning0
Toybox: A Suite of Environments for Experimental Evaluation of Deep Reinforcement LearningCode0
Knowing The What But Not The Where in Bayesian OptimizationCode0
Object Exchangeability in Reinforcement Learning: Extended Abstract0
Reinforced Genetic Algorithm Learning for Optimizing Computation Graphs0
Combining Planning and Deep Reinforcement Learning in Tactical Decision Making for Autonomous Driving0
DeepRMSA: A Deep Reinforcement Learning Framework for Routing, Modulation and Spectrum Assignment in Elastic Optical Networks0
Deep Ordinal Reinforcement LearningCode0
Curious Meta-Controller: Adaptive Alternation between Model-Based and Model-Free Control in Deep Reinforcement Learning0
Face Hallucination by Attentive Sequence Optimization with Reinforcement Learning0
From Video Game to Real Robot: The Transfer between Action SpacesCode0
Collaborative Evolutionary Reinforcement LearningCode0
CEM-RL: Combining evolutionary and gradient-based methods for policy search0
Explicit Recall for Efficient Exploration0
Inducing Cooperation via Learning to reshape rewards in semi-cooperative multi-agent reinforcement learning0
Deep reinforcement learning with relational inductive biases0
Towards Consistent Performance on Atari using Expert Demonstrations0
Cross-Task Knowledge Transfer for Visually-Grounded Navigation0
NEURAL MALWARE CONTROL WITH DEEP REINFORCEMENT LEARNING0
Learning to Control Visual Abstractions for Structured Exploration in Deep Reinforcement Learning0
Adversarial Exploration Strategy for Self-Supervised Imitation Learning0
SUPERVISED POLICY UPDATECode0
Automata Guided Skill Composition0
Learning Heuristics for Automated Reasoning through Reinforcement Learning0
Rating Continuous Actions in Spatial Multi-Agent Problems0
A Deep Q-Learning Method for Downlink Power Allocation in Multi-Cell Networks0
Synthesis of Biologically Realistic Human Motion Using Joint Torque ActuationCode0
Generative Adversarial Imagination for Sample Efficient Deep Reinforcement Learning0
Deep Neuroevolution of Recurrent and Discrete World ModelsCode0
Arbitrage of Energy Storage in Electricity Markets with Deep Reinforcement Learning0
Deep Reinforcement Learning for Optimal Critical Care Pain Management with Morphine using Dueling Double-Deep Q Networks0
Ray Interference: a Source of Plateaus in Deep Reinforcement Learning0
Grounding Natural Language Commands to StarCraft II Game States for Narration-Guided Reinforcement Learning0
How You Act Tells a Lot: Privacy-Leakage Attack on Deep Reinforcement Learning0
Autonomous Voltage Control for Grid Operation Using Deep Reinforcement Learning0
Neural Logic Reinforcement LearningCode0
Driving Decision and Control for Autonomous Lane Change based on Deep Reinforcement Learning0
The MineRL 2019 Competition on Sample Efficient Reinforcement Learning using Human PriorsCode0
Skynet: A Top Deep RL Agent in the Inaugural Pommerman Team CompetitionCode0
Model-free Deep Reinforcement Learning for Urban Autonomous DrivingCode1
Teaching on a Budget in Multi-Agent Deep Reinforcement Learning0
Emergence of Compositional Language with Deep Generational TransmissionCode0
Towards Robust Deep Reinforcement Learning for Traffic Signal Control: Demand Surges, Incidents and Sensor FailuresCode0
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