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2026 1

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Difference-Aware Retrieval Policies for Imitation Learning

cs.RO · 2026-06-08 · conditional · novelty 6.0

DARP reparameterizes imitation learning around local neighborhood structure using k-NN expert states, actions, and relative distance vectors, delivering 15-46% gains over behavior cloning in control and manipulation tasks.

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  • Difference-Aware Retrieval Policies for Imitation Learning cs.RO · 2026-06-08 · conditional · none · ref 1

    DARP reparameterizes imitation learning around local neighborhood structure using k-NN expert states, actions, and relative distance vectors, delivering 15-46% gains over behavior cloning in control and manipulation tasks.