Jiayun Tian

2 accepted papers

2026

GeoCoT: Towards Reliable Remote Sensing Reasoning with Manifold Perspective

Daixun Li, Zirui Li, Sibo He, Jiayun Tian, Mingxiang Cao, Weiying Xie +6

CVPR 2026

Multimodal Large Language Models (MLLMs) have shown strong potential in remote sensing (RS) through multi-task reasoning and cross-modal generalization.However, existing RS-MLLMs mainly rely on a single shared expert for all tasks, making it hard to produce reliable results. Meanwhile, the intrinsic

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2026

Motion Dynamics Learning for Few-Shot Embodied Adaptation

Sibo He, Weiying Xie, Daixun Li, Junhao Zhong, Jiayun Tian, Yunke Wang +3

ICML 2026poster

Vision-Language-Action (VLA) models have shown strong potential for robotic manipulation, yet adapting pretrained models to novel tasks typically relies on substantial task-specific demonstrations, limiting scalability. Current VLA methods mostly focus on action imitation, which ignores the richer s…

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