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Deep Reinforcement Learning

Papers

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TitleStatusHype
Deep Reinforcement Learning for Cost-Effective Medical DiagnosisCode1
Deep Reinforcement Learning for Entity AlignmentCode1
A Unified Approach to Reinforcement Learning, Quantal Response Equilibria, and Two-Player Zero-Sum GamesCode1
Automated Cloud Provisioning on AWS using Deep Reinforcement LearningCode1
Deep Reinforcement Learning for Joint Spectrum and Power Allocation in Cellular NetworksCode1
Deep reinforcement learning for large-scale epidemic controlCode1
A Comparative Study of Deep Reinforcement Learning-based Transferable Energy Management Strategies for Hybrid Electric VehiclesCode1
AutoPhase: Juggling HLS Phase Orderings in Random Forests with Deep Reinforcement LearningCode1
A Comparative Study of Deep Reinforcement Learning Models: DQN vs PPO vs A2CCode1
Automatic Noise Filtering with Dynamic Sparse Training in Deep Reinforcement LearningCode1
Autonomous Driving using Residual Sensor Fusion and Deep Reinforcement LearningCode1
AutoPhase: Compiler Phase-Ordering for High Level Synthesis with Deep Reinforcement LearningCode1
Autonomous Exploration Under Uncertainty via Deep Reinforcement Learning on GraphsCode1
Deep Reinforcement Learning for Resource Allocation in Business ProcessesCode1
AutoShard: Automated Embedding Table Sharding for Recommender SystemsCode1
Deep Reinforcement Learning for Turbulence Modeling in Large Eddy SimulationsCode1
A Competition Winning Deep Reinforcement Learning Agent in microRTSCode1
Avalon: A Benchmark for RL Generalization Using Procedurally Generated WorldsCode1
Cross-Modal Contrastive Learning of Representations for Navigation using Lightweight, Low-Cost Millimeter Wave Radar for Adverse Environmental ConditionsCode1
Crowd-Robot Interaction: Crowd-aware Robot Navigation with Attention-based Deep Reinforcement LearningCode1
Data-Efficient Reinforcement Learning with Self-Predictive RepresentationsCode1
Deep Active Inference for Partially Observable MDPsCode1
Deep Reinforcement Learning Control of Quantum CartpolesCode1
Deep Reinforcement Learning with Gradient Eligibility TracesCode1
A Consciousness-Inspired Planning Agent for Model-Based Reinforcement LearningCode1
Beacon, a lightweight deep reinforcement learning benchmark library for flow controlCode1
A2C is a special case of PPOCode1
BeBold: Exploration Beyond the Boundary of Explored RegionsCode1
A Constraint Enforcement Deep Reinforcement Learning Framework for Optimal Energy Storage Systems DispatchCode1
Benchmarking Actor-Critic Deep Reinforcement Learning Algorithms for Robotics Control with Action ConstraintsCode1
A multi-agent reinforcement learning model of common-pool resource appropriationCode1
Benchmarking Deep Reinforcement Learning for Navigation in Denied Sensor EnvironmentsCode1
Amortizing intractable inference in diffusion models for vision, language, and controlCode1
Benchmarking Reinforcement Learning Techniques for Autonomous NavigationCode1
Learning Multi-Pursuit Evasion for Safe Targeted Navigation of DronesCode1
Delay-Aware Multi-Agent Reinforcement Learning for Cooperative and Competitive EnvironmentsCode1
Blockchain Framework for Artificial Intelligence ComputationCode1
A Deep Reinforcement Learning Approach for Solving the Traveling Salesman Problem with DroneCode1
An actor-critic algorithm with policy gradients to solve the job shop scheduling problem using deep double recurrent agentsCode1
Bridging RL Theory and Practice with the Effective HorizonCode1
Bridging Imagination and Reality for Model-Based Deep Reinforcement LearningCode1
CORE: Towards Scalable and Efficient Causal Discovery with Reinforcement LearningCode1
Bridging State and History Representations: Understanding Self-Predictive RLCode1
Building a 3-Player Mahjong AI using Deep Reinforcement LearningCode1
Action Branching Architectures for Deep Reinforcement LearningCode1
MPC-Inspired Reinforcement Learning for Verifiable Model-Free ControlCode1
Contrastive UCB: Provably Efficient Contrastive Self-Supervised Learning in Online Reinforcement LearningCode1
CADRE: A Cascade Deep Reinforcement Learning Framework for Vision-based Autonomous Urban DrivingCode1
Discriminative Particle Filter Reinforcement Learning for Complex Partial ObservationsCode1
Continuous-Time Fitted Value Iteration for Robust PoliciesCode1
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