Tensorflow implementation of Generative Adversarial Imitation Learning(GAIL) with discrete action

PyTorch implementation of Deep Reinforcement Learning: Policy Gradient methods (TRPO, PPO, A2C) and Generative Adversarial Imitation Learning (GAIL). Fast Fisher vector product TRPO.

Imitation learning algorithms

A curated list of awesome imitation learning resources and publications

深度学习、强化学习、模仿学习与机器人

Official code for "Knowledge intensive state design for traffic signal control"

Official code for "Expression is enough: Improving traffic signal control with advanced traffic state representation ".

SUMO Pytorch Deep Reinforcement Learning Traffic Signal Control

Adaptive real-time traffic light signal control system using Deep Multi-Agent Reinforcement Learning

multi agent RL for traffic light control in Sumo using distributed PPO

CoLight: Learning Network-level Cooperation 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.

Reinforcement Learning environments for Traffic Signal Control with SUMO. Compatible with Gymnasium, PettingZoo, and popular RL libraries.

multi-agent deep reinforcement learning for large-scale traffic signal control.