Yulin Zhou
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2026
Chronos: A Physics-Informed Full-History Framework for Non-Markovian Long-Horizon Manipulation
This paper introduces Chronos, a physics-informed framework for non-Markovian long-horizon manipulation, which elevates observation history to the latent state of the policy dynamics and achieves higher success rates and fewer parameters than Markovian VLA baselines in both simulated and real-world experiments.
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cs.ROEmpiricalRecentJun 29, 2026
Chronos: A Physics-Informed Full-History Framework for Non-Markovian Long-Horizon Manipulation
Yulin Zhou, Yimeng Wang, Nengyu Wang, Shaojia Xing +8 more
This paper introduces Chronos, a physics-informed framework for non-Markovian long-horizon manipulation, which elevates observation history to the latent state of the policy dynamics and achieves high…
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