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Author

Han Lin

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V-Co: A Closer Look at Visual Representation Alignment via Co-Denoising

V-Co, a systematic study of visual co-denoising in a unified JiT-based framework, outperforms the underlying pixel-space diffusion baseline and strong prior pixel-diffusion methods while using fewer training epochs, offering practical guidance for future representation-aligned generative models.

Han Lin, Xichen Pan, Zun Wang et al. · 0 citations

Error-Driven Scene Editing for 3D Grounding in Large Language Models

This work introduces DEER-3D, an error-driven framework that diagnoses grounding failures and generates targeted counterfactual training supervision via a structured "Decompose, Diagnose, Edit, and Retrain"loop, and underscores the effectiveness of targeted, error-driven scene editing in bridging linguistic reasoning w...

Yue Zhang, Zun Wang, Han Lin et al. · 0 citations
Jul 2026

Towards Enhancing 3D Spatial Reasoning in Medical Multimodal Large Language Models

A large-scale structured reasoning dataset constructed via a novel slice-wise data synthesis paradigm that unlocks deep volumetric understanding and highly interpretable clinical logic without requiring computationally expensive 3D-specific pre-training is introduced.

Zhuoyuan Fu, Zeshang Li, Yiqiong Zhang et al. · 0 citations

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