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LinxiJimFan

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Preprint Sep 2026

ASENA: Self-evolving Agents for Embodied Navigation

We present ASENA, an embodied agent system that connects general-purpose coding agents to robot sensing, computation, supervised execution, and persistent experience. Agents can write and execute programs, inspect recorded outcomes, repair failures, and reuse notes and executable skills while keeping their model weight...

An-Chieh Cheng, Isabella Liu, Edmund Bu et al. · 0 citations
Jul 2026

RoboTTT: Context Scaling for Robot Policies

RoboTTT, a robot model and training recipe that scale visuomotor context to 8K timesteps, three orders of magnitude beyond state-of-the-art policies, without growing inference latency, unlocks new robot capabilities: one-shot in-context imitation from human video demonstrations, on-the-fly policy improvement, robustnes...

Yunfan Jiang, Yevgen Chebo-tar, Ruijie Zheng et al. · 9 citations
Jul 2026

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks

Graph-as-Policy (GaP) is introduced, a multi-agent coding harness that generates directed computation graphs with perception, planning, and control nodes from a Modular Open Robot Skill Library (MORSL), and can achieve success rates that significantly outperform baselines.

Kai-Peng Chen, Shuang-Yu Xie, Letian Fu et al. · 2 citations

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