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Chenglong Shi's Projects

-gnn- icon -gnn-

Implementation and experiments of graph neural netwokrs, like gcn,graphsage,gat,etc.

deep-reinforcement-learning-with-pytorch icon deep-reinforcement-learning-with-pytorch

Basic reinforcement learning algorithms. Including:DQN,Double DQN, Dueling DQN, SARSA, REINFORCE, baseline-REINFORCE, Actor-Critic,DDPG,DDPG for discrete action space, A2C, A3C, TD3, SAC, TRPO

gnn- icon gnn-

Federated learning on graph, especially on graph neural networks (GNNs), knowledge graph, and private GNN.

gnn-and- icon gnn-and-

GNN方法和模型的Pytorch实现。Pytorch implementation of GNN.

gnnand-gnnand- icon gnnand-gnnand-

Some GNNs are implemented using PyG for node classification tasks, including: GCN, GraphSAGE, SGC, GAT, R-GCN and HAN (Heterogeneous Graph Attention Network), which will continue to be updated in the future.

hands-on_deep_learning icon hands-on_deep_learning

《动手学深度学习》:面向中文读者、能运行、可讨论。中英文版被70多个国家的500多所大学用于教学。

machin icon machin

Reinforcement learning library(framework) designed for PyTorch, implements DQN, DDPG, A2C, PPO, SAC, MADDPG, A3C, APEX, IMPALA ...

maddpg icon maddpg

A generally applicable implementation of the Multi-Agent Deep Deterministic Policy Gradient (MADDPG)(PyTorch) algorithm across most reinforcement learning environments.

marl-algorithms icon marl-algorithms

Implementations of IQL, QMIX, VDN, COMA, QTRAN, MAVEN, CommNet, DyMA-CL, and G2ANet on SMAC, the decentralised micromanagement scenario of StarCraft II

rl_maac icon rl_maac

Code for "Actor-Attention-Critic for Multi-Agent Reinforcement Learning" ICML 2019

uav-control icon uav-control

无人机动态覆盖控制;1. 实现了一个无人机点覆盖环境;2. 给出了无人机连通保持规则;3. 给出了基于MARL的控制算法

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