Stars
Lie-Group variational Integrators being used to get a finite time stable control algorithm and simulated using Matlab and Simulink
A modern GUI client based on Tauri, designed to run in Windows, macOS and Linux for tailored proxy experience
12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all
Code release for paper "Autonomous Improvement of Instruction Following Skills via Foundation Models" | CoRL 2024
Code for "Proximal Distilled Evolutionary Reinforcement Learning", accepted at AAAI 2020
SERL: A Software Suite for Sample-Efficient Robotic Reinforcement Learning
Classical equations and diagrams in machine learning
Driver software for the Franka robots.
A collection of high-quality models for the MuJoCo physics engine, curated by Google DeepMind.
An open source repository for control, planning and navigation about control barrier functions.
Multi-Joint dynamics with Contact. A general purpose physics simulator.
Real-time behaviour synthesis with MuJoCo, using Predictive Control
A collection of work using nonlinear model predictive control (NMPC) with discrete-time control Lyapunov functions (CLFs) and control barrier functions (CBFs)
Differentiable collision detection for polytopes, capsules, cylinders, cones, spheres, and polygons.
"Safety-Critical Model Predictive Control with Discrete-Time Control Barrier Function" by J. Zeng, B. Zhang and K. Sreenath https://arxiv.org/abs/2007.11718
Model Predictive Control with discrete-time Control Barrier Functions (MPC-CBF) for a wheeled mobile robot.
Source code of "Safety Filters for Black-Box Dynamical Systems by Learning Discriminating Hyperplanes"
Colab notebooks showcasing experiments on MPPI (model predictive path integral control) and CBF (control barrier function). Utilizes jax to accelerate computation.
Safety-Critical-Control-using-Robust-CBFs
Matlab Code base for T-RO 20 paper on robust Control Barrier Functions (CBFs) with Gaussian Process Regression for estimating the disturbance on the dynamical system.
Code for "Differentially Flat Learning-based Model Predictive Control Using a Stability, State, and Input Constraining Safety Filter"
PyBullet CartPole and Quadrotor environments—with CasADi symbolic a priori dynamics—for learning-based control and RL
Model-based design and verification for robotics.
Robust Online Motion Planning using Contraction Theory