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LinxiJimFan

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Preprint Oct 2026

Agentic World Action Models

Recent world action models provide visual foresight and future prediction for robot manipulation, but lack explicit mechanisms for compositional skill reuse. Agentic robotics combines code-based planning and reasoning with reusable skills, but often lacks predictive grounding in physical dynamics. We introduce AW-0, an...

Zhuo-Yang Liu, Dan-Tong Niu, Bo-Tong Zhang et al. · 0 citations
Preprint Sep 2026

ASENA: Self-evolving Agents for Embodied Navigation

ASENA, an embodied agent system that enables general-purpose coding agents to program humanoid navigation, manipulation, and interaction, is presented and ASENA-VLN, a 4B monocular navigation policy that serves as an optional tool within this programmable system, is introduced.

An-Chieh Cheng, Isabella Liu, Edmund Bu et al. · 1 citation
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

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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