Giter VIP home page Giter VIP logo

elastic-ds's Introduction

Elastic-DS

| Website | Paper | Spotlight Video |

This is the code example for the Paper Task Generalization with Stability Guarantees via Elastic Dynamical System Motion Policies accepted to CoRL 2023. This repo contains 2D example for adapting to endpoints and continuous via-point. The GMM here adapts the DAMM method, which provides lightspeed estimation of GMM and automatically determine the number of Gaussians. Another option is to use PC-GMM.

Endpoints

python -m task.main_start_end --test 2

drawing

Via-Point

python -m task.main_via --test 1

drawing

BibTeX

If you find this code useful for you project, please consider citing it.

@article{li2023task,

    title={Task Generalization with Stability Guarantees via Elastic Dynamical System Motion Policies}, 

    author={Tianyu Li and Nadia Figueroa},

    year={2023},

    eprint={2309.01884},

    archivePrefix={arXiv},

    primaryClass={cs.RO}

}

elastic-ds's People

Contributors

tonylitianyu avatar

Stargazers

 avatar Sunan Sun avatar  avatar Andy Park avatar  avatar Jan Ole von Hartz avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.