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Add the algorithm ME-ES to QDax #81

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felixchalumeau opened this issue Sep 6, 2022 · 0 comments
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Add the algorithm ME-ES to QDax #81

felixchalumeau opened this issue Sep 6, 2022 · 0 comments
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@felixchalumeau
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Link to the paper: https://arxiv.org/abs/2003.01825

@felixchalumeau felixchalumeau added this to the v0.2.0 milestone Sep 6, 2022
manon-but-yes added a commit that referenced this issue Nov 23, 2022
* add MAP-Elites-ES

* add tests for mees

* add mees example notebook

* update colab link in mees example

* clean up mees notebook

* Speed up novelty for mees

* Set paper parameters for emitter and notebook

* Add utils to resample individuals repetitively

* [fix] fix key handling in sampling

* Test for sampling utils

* Fix sampling test format

* Update files to last develop

* Remove old notebook

* Uniformise optimizer for Adam and SGD

* Add parents-sampling parameters to config

* Simplify ME-ES notebook using reset_based_scoring_function_brax_envs

* minor updates

* style updates

* Define a separate class for novelty archive

* Refactor code for readability - extract es process from main method

* Add option for ME-ES-explore

* [fix] Fix NoveltyArchive lax.scan compatibility

* add MEES to docs + minor typos

Co-authored-by: Felix <f.chalumeau@instadeep.com>
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