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Pytorch version of the MPC in model-based reinforcement learning (MBRL), currently only test in the CartPole-swing-up environment

Python 77 11 Updated Jul 25, 2020

MultiROS is an open-source ROS based simulation environment designed for concurrent deep reinforcement learning. It provides a flexible and scalable framework for training and evaluating reinforcem…

Python 26 6 Updated Jul 6, 2024

This is a project about robotic manipulation motion planning using deep reinforcement learning based on ROS and Gazebo simulation

Python 71 19 Updated Jun 29, 2022

End to end motion planner using Deep Deterministic Policy Gradient (DDPG) in gazebo

Python 210 47 Updated Nov 23, 2022

Deep Reinforcement Learning for mobile robot navigation in ROS Gazebo simulator. Using Twin Delayed Deep Deterministic Policy Gradient (TD3) neural network, a robot learns to navigate to a random g…

Python 608 121 Updated Aug 9, 2024

Implementation of the paper "Towards Optimally Decentralized Multi-Robot Collision Avoidance via Deep Reinforcement Learning"

Python 343 92 Updated Jan 21, 2021

Reinforcement learning using rlkit, UR5, Robotiq gripper on ROS(Robot Operating System)

Python 125 21 Updated Jun 23, 2021

Reinforcement Learning framework for Robotics

Python 86 29 Updated Jun 19, 2022

Training a humanoid robot for locomotion using Reinforcement Learning

Python 248 42 Updated May 3, 2024

机械臂+大模型+多模态=人机协作具身智能体

Jupyter Notebook 533 101 Updated Aug 20, 2024

roposes an efficient grasp-to-place strategy for robotic manipulation in sparse environments using a deep Q-network. Requires less computation and time, generalizes well across scenarios, and achie…

Python 3 Updated Feb 24, 2024

Leveraging Large Language Models for Visual Target Navigation

Python 84 13 Updated Oct 24, 2023

Concise pytorch implements of DRL algorithms, including REINFORCE, A2C, DQN, PPO(discrete and continuous), DDPG, TD3, SAC.

Python 1,073 175 Updated Mar 29, 2023

PyTorch implementation of DQN, AC, ACER, A2C, A3C, PG, DDPG, TRPO, PPO, SAC, TD3 and ....

Python 3,955 849 Updated Mar 24, 2023