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Jian Zhou

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#artificial intelligence Preprint Oct 2026

NavGPT-3: Harnessing Context in a Hierarchical Navigation Runtime

Language models trained with long-horizon agentic reinforcement learning can generalize knowledge through reasoning, express precise actions, and pursue goals over many steps, raising the ceiling on what an embodied agent can understand and decide. Physical interaction, however, remains the domain of action policies, w...

Geng-Ze Zhou, Yicong Hong, Jiazhao Zhang et al. · 0 citations
Preprint Oct 2026

TerraVis: Towards Evaluation of World-Grounded Visual Consistency in Text-to-Image Generation via MLLM Workflows

Recent text-to-image models have made substantial progress in photorealism, aesthetics, and text-image alignment. Yet visually appealing images can still violate real-world plausibility, exhibiting malformed object structures, impossible anatomy, physically implausible interactions, or inconsistent spatial relationship...

Shuai Fu, Jing Gu, Jian Zhou et al. · 0 citations
Jul 2026

Embodied Agents Take Control: Minimal-Interface Zero-Shot Agents Rival Industrial-Scale Policies in Vision-and-Language Navigation

The results show that a general-purpose model can already achieve competitive embodied control without a navigation policy, and term this organization agentic embodied control: the reasoning model directly steers every action, keeping reasoning and control aligned.

Jian Zhou, Xun-Yi Zhao, Gengze Zhou et al. · 1 citation
Jun 2026

Automating the Design of Embodied AgentArchitectures

This work evaluates three AAS variants across four embodied executors spanning vision-language navigation, embodied question answering, and language-conditioned manipulation, and shows that architecture-level search can produce deployable and directional success-rate gains on embodied tasks, while one apparent high-sco...

Jian Zhou, Sihao Lin, Jin Li et al. · 1 citation

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