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Data Release for: Learning Agile Soccer Skills for a Bipedal Robot with Deep Reinforcement Learning

Authors: Haarnoja, Tuomas; Moran, Ben; Lever, Guy; Huang, Sandy H.; Tirumala, Dhruva; Humplik, Jan; Wulfmeier, Markus; +21 Authors

Data Release for: Learning Agile Soccer Skills for a Bipedal Robot with Deep Reinforcement Learning

Abstract

Data Release for: Learning Agile Soccer Skills for a Bipedal Robot with Deep Reinforcement Learning This package releases a set of Python notebooks which provide raw data and reproduce quantitative results for "Learning Agile Soccer Skills for a Bipedal Robot with Deep Reinforcement Learning". Usage These notebook files can be executed using a Jupyter local runtime with the following commands using virtualenv. bash cd op3_soccer virtualenv venv source venv/bin/activate pip install -r requirements.txt pip install notebook jupyter notebook Alternatively, the notebooks can be uploaded to and executed using the Colab runtime service, in which case the raw data in the data_strings directory will need uploading, and the directory structure replicating. See the associated README file for more instructions on reproducing the results. Dependencies All Python notebooks are tested against Python 3.11 and 3.12 as well as the versioned dependencies specified in requirements.txt. All dependencies are satisfied by Colab as of March 2024 and can be installed locally with pip install -r requirements.txt if using a Jupyter local runtime. License and disclaimer All software is licensed under the Apache License, Version 2.0 (Apache 2.0); you may not use this file except in compliance with the Apache 2.0 license. You may obtain a copy of the Apache 2.0 license at: https://www.apache.org/licenses/LICENSE-2.0 All other materials are licensed under the Creative Commons Attribution 4.0 International License (CC-BY). You may obtain a copy of the CC-BY license at: https://creativecommons.org/licenses/by/4.0/legalcode Unless required by applicable law or agreed to in writing, all software and materials distributed here under the Apache 2.0 or CC-BY licenses are distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the licenses for the specific language governing permissions and limitations under those licenses. This is not an official Google product.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average