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SEAR: Sample Efficient Action Chunking Reinforcement Learning

C F Maximilian Nagy, Onur Celik, Emiliyan Gospodinov, Florian Seligmann, Weiran Liao, Aryan Kaushik, Gerhard Neumann

arXiv · OpenReview · Project page · Code

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Directory Contents
SEAR/ SEAR for online RL on Metaworld (plus the SimbaV2 / naive-chunking baselines)
sear_qc/ SEAR-QC: SEAR's multi-horizon targets and random replanning on top of Q-Chunking (OGBench)
CQN-AS/ CQN-AS baseline
docs/ Project website, served with GitHub Pages

See the README in each directory for installation and reproduction commands.

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