Deep Reinforcement Learning

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Title	Date	Tasks	Status	Hype
Learning to Walk in Minutes Using Massively Parallel Deep Reinforcement Learning	Sep 24, 2021	Deep Reinforcement LearningGPU	CodeCode Available	2
Learning Efficient Online 3D Bin Packing on Packing Configuration Trees	Sep 29, 2021	3D Bin PackingDeep Reinforcement Learning	CodeCode Available	2
MAPF-GPT: Imitation Learning for Multi-Agent Pathfinding at Scale	Aug 29, 2024	Deep Reinforcement LearningImitation Learning	CodeCode Available	2
Learning Practically Feasible Policies for Online 3D Bin Packing	Aug 31, 2021	3D Bin PackingCollision Avoidance	CodeCode Available	2
Learning to Solve Job Shop Scheduling under Uncertainty	Mar 4, 2024	Combinatorial OptimizationDeep Reinforcement Learning	CodeCode Available	2
Graph Neural Networks and Deep Reinforcement Learning Based Resource Allocation for V2X Communications	Jul 9, 2024	Deep Reinforcement Learning	CodeCode Available	2
Flow: A Modular Learning Framework for Mixed Autonomy Traffic	Oct 16, 2017	Autonomous VehiclesDeep Reinforcement Learning	CodeCode Available	2
Habitat 2.0: Training Home Assistants to Rearrange their Habitat	Jun 28, 2021	Deep Reinforcement LearningGPU	CodeCode Available	2
FinRL-Meta: A Universe of Near-Real Market Environments for Data-Driven Deep Reinforcement Learning in Quantitative Finance	Dec 13, 2021	Deep Reinforcement LearningGPU	CodeCode Available	2
Efficient World Models with Context-Aware Tokenization	Jun 27, 2024	Deep Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	2
Flightmare: A Flexible Quadrotor Simulator	Sep 1, 2020	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	2
Harfang3D Dog-Fight Sandbox: A Reinforcement Learning Research Platform for the Customized Control Tasks of Fighter Aircrafts	Oct 13, 2022	Atari GamesDecision Making	CodeCode Available	2
MaskPlace: Fast Chip Placement via Reinforced Visual Representation Learning	Nov 24, 2022	Deep Reinforcement LearningLayout Design	CodeCode Available	2
DIAMBRA Arena: a New Reinforcement Learning Platform for Research and Experimentation	Oct 19, 2022	Deep Reinforcement LearningImitation Learning	CodeCode Available	2
Developing A Multi-Agent and Self-Adaptive Framework with Deep Reinforcement Learning for Dynamic Portfolio Risk Management	Feb 1, 2024	Deep Reinforcement LearningManagement	CodeCode Available	2
Revocable Deep Reinforcement Learning with Affinity Regularization for Outlier-Robust Graph Matching	Dec 16, 2020	Combinatorial OptimizationDecision Making	CodeCode Available	2
Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models	May 30, 2018	Deep Reinforcement LearningModel-based Reinforcement Learning	CodeCode Available	2
Deep Reinforcement Learning with Enhanced PPO for Safe Mobile Robot Navigation	May 25, 2024	Autonomous NavigationDeep Reinforcement Learning	CodeCode Available	2
Deep Reinforcement Learning Based Joint Downlink Beamforming and RIS Configuration in RIS-aided MU-MISO Systems Under Hardware Impairments and Imperfect CSI	Oct 10, 2022	Deep Reinforcement Learning	CodeCode Available	2
Deep Reinforcement Learning for Multi-Agent Interaction	Aug 2, 2022	BIG-bench Machine LearningCausal Inference	CodeCode Available	2
DouZero: Mastering DouDizhu with Self-Play Deep Reinforcement Learning	Jun 11, 2021	Card GamesDeep Reinforcement Learning	CodeCode Available	2
Conformal Symplectic Optimization for Stable Reinforcement Learning	Dec 3, 2024	Atari GamesDeep Reinforcement Learning	CodeCode Available	2
ElegantRL-Podracer: Scalable and Elastic Library for Cloud-Native Deep Reinforcement Learning	Dec 11, 2021	Deep Reinforcement LearningGPU	CodeCode Available	2
Combinatorial Client-Master Multiagent Deep Reinforcement Learning for Task Offloading in Mobile Edge Computing	Feb 18, 2024	Deep Reinforcement LearningEdge-computing	CodeCode Available	2
Cooperative Edge Caching Based on Elastic Federated and Multi-Agent Deep Reinforcement Learning in Next-Generation Network	Jan 18, 2024	Deep Reinforcement LearningFederated Learning	CodeCode Available	2

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