harwiltz / stable-dynamics-modelsLinks
PyTorch implementation of "Learning Stable Deep Dynamics Models" (https://papers.nips.cc/paper/9292-learning-stable-deep-dynamics-models), with extensions to controlled dynamical systems.
☆17Updated 5 years ago
Alternatives and similar repositories for stable-dynamics-models
Users that are interested in stable-dynamics-models are comparing it to the libraries listed below
Sorting:
- Companion code for RSS 2020 paper: "Active Preference-Based Gaussian Process Regression for Reward Learning"☆39Updated last year
- Discriminative Particle Filter Reinforcement Learning for Complex Partial Observations (ICLR 2020)☆27Updated 3 years ago
- Pytorch implementation of Model Predictive Control with learned models☆30Updated 4 years ago
- [IROS 22'] Model-free Neural Lyapunov Control☆23Updated 2 years ago
- ☆73Updated 5 years ago
- Enforcing robust control guarantees within neural network policies☆54Updated 4 years ago
- A library to benchmark reinforcement learning algorithms☆21Updated 7 years ago
- Safe exploration in Markov Decision Processes☆37Updated 7 years ago
- Safe Exploration with MPC and Gaussian process models☆89Updated 4 years ago
- Learning Certified Control Using Contraction Metric (CoRL 2020)☆30Updated 2 years ago
- ☆18Updated 4 years ago
- Learning Lyapunov functions and control policies of nonlinear dynamical systems☆134Updated 4 years ago
- Formal Verification of Neural Feedback Loops (NFLs)☆79Updated 10 months ago
- Code needed to reproduce the examples found in "Learning Control Barrier Functions from Expert Demonstrations," by A. Robey, H. Hu, L. Li…☆70Updated last year
- The reimplementation of Model Predictive Path Integral (MPPI) from the paper "Information Theoretic MPC for Model-Based Reinforcement Lea…☆101Updated 3 weeks ago
- Code for the paper Model-Predictive Control via Cross-Entropy and Gradient-Based Optimization☆68Updated 5 years ago
- ☆35Updated 5 years ago
- Code accompanying the paper "Action Robust Reinforcement Learning and Applications in Continuous Control" https://arxiv.org/abs/1901.0918…☆46Updated 6 years ago
- Companion code to "Learning Stable Deep Dynamics Models" (Manek and Kolter, 2019)☆33Updated 5 years ago
- Model Predictive Actor-Critic Reinforcement Learning☆64Updated 3 years ago
- This repository contains the code for RL for POMDPs through learning an Approximate Information State.☆21Updated 3 years ago
- Learning Off-Policy with Online Planning [CoRL 2021 Best Paper Finalist]☆40Updated 2 years ago
- Segway Simulation Environment☆10Updated 4 years ago
- Control Synthesis from Formal Specifications using Reinforcement Learning☆25Updated 2 months ago
- WIP implementation of Probabilistic Differential Dynamic Programming in PyTorch☆15Updated last year
- Sampling based Model Predictive Control package for Model-Based RL research☆55Updated 4 years ago
- Guided policy search in Python and ROS Indigo.☆25Updated 7 years ago
- Safe Model-based Reinforcement Learning with Robust Cross-Entropy Method☆66Updated 2 years ago
- Cross Entropy Method implemented in pytorch☆38Updated 3 years ago
- DyNODE: Neural Ordinary Differential Equations for Dynamics Modeling in Continuous Control☆23Updated 4 years ago