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Zuxin's Projects

bullet-safety-gym icon bullet-safety-gym

An open-source framework to benchmark and assess safety specifications of Reinforcement Learning problems.

cvpo-safe-rl icon cvpo-safe-rl

Code for "Constrained Variational Policy Optimization for Safe Reinforcement Learning" (ICML 2022)

dreamer-pytorch icon dreamer-pytorch

Dream to Control: Learning Behaviors by Latent Imagination, implemented in PyTorch.

dsrl icon dsrl

🔥 Datasets and env wrappers for offline safe reinforcement learning

easy-runner icon easy-runner

⭐ A lightweight tool for efficiently managing and executing parallel experiments.

fsrl icon fsrl

🚀 A fast safe reinforcement learning library in PyTorch

highway-env icon highway-env

A minimalist environment for decision-making in autonomous driving

libero icon libero

Benchmarking Knowledge Transfer in Lifelong Robot Learning

metadrive icon metadrive

MetaDrive: Composing Diverse Scenarios for Generalizable Reinforcement Learning

mpc-rl icon mpc-rl

model based reinforcement learning with MPC controller

osrl icon osrl

🤖 Elegant implementations of offline safe RL algorithms in PyTorch

safe-mbrl icon safe-mbrl

Safe Model-based Reinforcement Learning with Robust Cross-Entropy Method

safe-rl-robustness icon safe-rl-robustness

Code for "On the Robustness of Safe Reinforcement Learning under Observational Perturbations" (ICLR 2023)

safety-starter-agents icon safety-starter-agents

Basic constrained RL agents used in experiments for the "Benchmarking Safe Exploration in Deep Reinforcement Learning" paper.

spinningup icon spinningup

An educational resource to help anyone learn deep reinforcement learning.

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