liuzuxin
Research Scientist @SalesforceAIResearch; PhD @ CMU; Summers @ AWS, @ Nuro, @ DJI
Carnegie Mellon UniversityPalo Alto, CA
Pinned Repositories
Bullet-Safety-Gym
An open-source framework to benchmark and assess safety specifications of Reinforcement Learning problems.
cvpo-safe-rl
Code for "Constrained Variational Policy Optimization for Safe Reinforcement Learning" (ICML 2022)
Deep-Q-Network-and-Model-Predictive-Control-Project
Implementation of Deep Q-Network(DQN)and Model Predictive Control, and their evaluation on the Quanser robot platform
DSRL
🔥 Datasets and env wrappers for offline safe reinforcement learning
FSRL
🚀 A fast safe reinforcement learning library in PyTorch
MPC_template-model_predictive_control_for_reinforcement_learning
Pytorch version of the MPC in model-based reinforcement learning (MBRL), currently only test in the CartPole-swing-up environment
OSRL
🤖 Elegant implementations of offline safe RL algorithms in PyTorch
Pesudo_Lidar_PointCloud_Carla
Simulate precise LiDAR point cloud data from Carla
safe-mbrl
Safe Model-based Reinforcement Learning with Robust Cross-Entropy Method
safe-rl-robustness
Code for "On the Robustness of Safe Reinforcement Learning under Observational Perturbations" (ICLR 2023)
liuzuxin's Repositories
liuzuxin/OSRL
🤖 Elegant implementations of offline safe RL algorithms in PyTorch
liuzuxin/FSRL
🚀 A fast safe reinforcement learning library in PyTorch
liuzuxin/DSRL
🔥 Datasets and env wrappers for offline safe reinforcement learning
liuzuxin/MPC_template-model_predictive_control_for_reinforcement_learning
Pytorch version of the MPC in model-based reinforcement learning (MBRL), currently only test in the CartPole-swing-up environment
liuzuxin/cvpo-safe-rl
Code for "Constrained Variational Policy Optimization for Safe Reinforcement Learning" (ICML 2022)
liuzuxin/safe-mbrl
Safe Model-based Reinforcement Learning with Robust Cross-Entropy Method
liuzuxin/safe-rl-robustness
Code for "On the Robustness of Safe Reinforcement Learning under Observational Perturbations" (ICLR 2023)
liuzuxin/Deep-Q-Network-and-Model-Predictive-Control-Project
Implementation of Deep Q-Network(DQN)and Model Predictive Control, and their evaluation on the Quanser robot platform
liuzuxin/Bullet-Safety-Gym
An open-source framework to benchmark and assess safety specifications of Reinforcement Learning problems.
liuzuxin/Pesudo_Lidar_PointCloud_Carla
Simulate precise LiDAR point cloud data from Carla
liuzuxin/easy-runner
⭐ A lightweight tool for efficiently managing and executing parallel experiments.
liuzuxin/mpc-rl
model based reinforcement learning with MPC controller
liuzuxin/A-LOAM-FOR-HESAI
Advanced implementation of LOAM, add Hesai Pandar 40p LiDAR support.
liuzuxin/my_ubuntu_env
My personal Ubuntu env config
liuzuxin/Autonomous-Steering-Agents
Steering Behaviors For Autonomous Characters
liuzuxin/highway-env
A minimalist environment for decision-making in autonomous driving
liuzuxin/multi_agent_path_planning
liuzuxin/--VRMulticopter
combine multicopter with VR
liuzuxin/dreamer-pytorch
Dream to Control: Learning Behaviors by Latent Imagination, implemented in PyTorch.
liuzuxin/LIBERO
Benchmarking Knowledge Transfer in Lifelong Robot Learning
liuzuxin/liu_lidar_configuration_vsr_2018
liuzuxin/metadrive
MetaDrive: Composing Diverse Scenarios for Generalizable Reinforcement Learning
liuzuxin/RL-Safety-Algorithms
Implementations of safe reinforcement learning algorithms
liuzuxin/Safe-Reinforcement-Learning-Baseline
The repository is for safe reinforcement learning baselines.
liuzuxin/safety-starter-agents
Basic constrained RL agents used in experiments for the "Benchmarking Safe Exploration in Deep Reinforcement Learning" paper.
liuzuxin/scout_base
ROS packages for Scout mobile base
liuzuxin/spinningup
An educational resource to help anyone learn deep reinforcement learning.
liuzuxin/tianshou
An elegant PyTorch deep reinforcement learning library.
liuzuxin/webots
Webots Robot Simulator
liuzuxin/webots_agent
Webots based robotic agents implementation for Reinforcement learning and Spiking Neural Networks