Implicit Behavioral Cloning – PyTorch

Pytorch implementation of Implicit Behavioral Cloning.

Install

conda create -n ibc python=3.8
pip install -r requirements.txt

Results

To reproduce results from the Coordinate Regression Task (Section 3), execute the run_explicit.sh and run_implicit.sh scripts. Note that the implicit policy does a tad bit worst with 30 examples than 10. Not entirely sure why that is the case and need to investigate more.

Explicit Policy Implicit Policy
10 examples
30 examples

Citation

@misc{florence2021implicit,
    title = {Implicit Behavioral Cloning},
    author = {Pete Florence and Corey Lynch and Andy Zeng and Oscar Ramirez and Ayzaan Wahid and Laura Downs and Adrian Wong and Johnny Lee and Igor Mordatch and Jonathan Tompson},
    year = {2021},
    eprint = {2109.00137},
    archivePrefix = {arXiv},
    primaryClass = {cs.RO}
}

GitHub

View Github