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*These authors contributed equally to this work.†Correspondence to: Lixue Cheng (lixuecheng@ust.hk) and Chaojian Li (chaojian@ust.hk)
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Forget fine-tuning: this method adapts robots to changing environments by learning a low-dimensional "Trend ID" embedding, keeping the core model fixed.