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Max Gandyra

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#machine learning Preprint Oct 2026

Reliability-Aware Future Conditioning for Temporally Robust Robot Manipulation

A generated video of a task the robot is about to perform is useful guidance only if it depicts the phase the robot is actually in. We show that temporal misalignment can turn a task-consistent generated future into actively harmful guidance. On CALVIN, a five-frame early shift nearly erases the benefit of generated fu...

Mohammad Khoshnazar, Mohammad Dehghani Tezerjani, Zhi-Yuan Gao et al. · 0 citations

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