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simmediumimitationmetric · varies

Imitation Learning Policy based on Multi-Step Consistent Integration Shortcut Model

Description

The wide application of flow-matching methods has greatly promoted the development of robot imitation learning. However, these methods all face the problem of high inference time. To address this issue, researchers have proposed distillation methods and consistency methods, but the performance of these methods still struggles to compete with that of the original diffusion models and flow-matching models. In this article, we propose a one-step shortcut method with multi-step integration for robot

Source

http://arxiv.org/abs/2510.19356v1