kyutian

paper-reading

深度学习经典、新论文逐段精读

Deep-Reinforcement-Learning-Algorithms-with-PyTorch

PyTorch implementations of deep reinforcement learning algorithms and environments

DeepLearning

PettingZoo

An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities

PPO-PyTorch

Minimal implementation of clipped objective Proximal Policy Optimization (PPO) in PyTorch

Evolutionary-Algorithm

Evolutionary Algorithm using Python, 莫烦Python 中文AI教学

DeepRL-Tutorials

Contains high quality implementations of Deep Reinforcement Learning algorithms written in PyTorch

MAAC

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

mac-network

Implementation for the paper "Compositional Attention Networks for Machine Reasoning" (Hudson and Manning, ICLR 2018)

Deep-QLearning-Agent-for-Traffic-Signal-Control

A framework where a deep Q-Learning Reinforcement Learning agent tries to choose the correct traffic light phase at an intersection to maximize traffic efficiency.

mfrl

Mean Field Multi-Agent Reinforcement Learning

deeprl_network

multi-agent deep reinforcement learning for networked system control.

trafficSimulator

A microscopic traffic simulation in Python

DGN

DGN Code

MARL-papers-with-code

Multi-Agent Reinforcement Learning (MARL) papers with code

MARL-resources-collection

A Collection of Multi-Agent Reinforcement Learning (MARL) Resources

RL_signals

All you need to know about Reinforcement Learning for Traffic Signal Control. https://traffic-signal-control.github.io/

pytorch_DGN

The pytorch implementation of DGN on grid world and Starcraft

RLCN

DRL_algorithm_library

This is a reinforcement learning algorithm library. The code takes into account both performance and simplicity, with little dependence.

traffic-monitor

基于高德地图的交通数据分析

IG-RL

Inductive Graph Reinforcement Learning for Massive-Scale Traffic Signal Control

RoadnetSZ

A-star-maze

A* (A-Star) algorithm for finding the shortest path in a maze

ReinforceLearning

Gamma_Reward

DemoLight

Traffic-Control-Reinforcement-Learing-Agent

Deep Reinforcement Learning Agent to control traffic light providing emergency facilitation using real-time traffic data.

PRD-MAPPO

Extending PRD to MAPPO with soft and semi-hard attention mechanisms

KeyCommutingRoutes

This code is a framework of key commuting routes mining algorithm based on license plate recognition(LPR) data.