Papers › Watts: Infrastructure for Open-Ended Learning

Watts: Infrastructure for Open-Ended Learning

28 Apr 2022arXiv:2204.13250archive 2025-07-28

Aaron Dharna, Charlie Summers, Rohin Dasari, Julian Togelius, Amy K. Hoover

This paper proposes a framework called Watts for implementing, comparing, and recombining open-ended learning (OEL) algorithms. Motivated by modularity and algorithmic flexibility, Watts atomizes the components of OEL systems to promote the study of and direct comparisons between approaches. Examining implementations of three OEL algorithms, the paper introduces the modules of the framework. The hope is for Watts to enable benchmarking and to explore new types of OEL algorithms. The repo is available at \url{https://github.com/aadharna/watts}

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create_shared_noise aadharna/watts/watts/agents/es.py official repository unverified MIT (permissive) · f12bc13e97b6b73b · report
rollout aadharna/watts/watts/evaluators/rollout.py official repository unverified MIT (permissive) · 4b31f77b3f7fa197 · report

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