Author

Jun-Wen Pan

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#artificial intelligence Oct 2025

On the Faithfulness of Visual Thinking: Measurement and Enhancement

This paper first probes MCoT faithfulness by measuring how much the prediction changes when its visual and textual thoughts are intervened, and proposes Sufficient-Component Cause Model (SCCM) learning, which encourages the MCoT to generate sufficient yet minimal visual components that are independently capable of lead...

Zujing Liu, Jun-Wen Pan, Qi She et al. · arXiv.org · 15 citations · ⚡2

Preprint Oct 2026

Fovea-JEPA: Overcoming Geometric Blind Spots in V-JEPA for Camera Motion Recognition

Camera motion recognition requires separating viewpoint changes caused by camera translation, rotation, or zoom from object motion and scene dynamics. Video-language models often rely on semantic cues and struggle with the geometric evidence needed for this task. Joint-Embedding Predictive Architectures such as V-JEPA...

Xiang-Kun Shi, Han-Hui Li, Shi-Yue Zhang et al. · 0 citations

Jul 2026

HOMIE: Human-object Centric Video Personalization via Multimodal Intelligent Enhancement

HOMIE proposes a better MLLM integration strategy to extract knowledge of reference-level relationships without compromising the controllability of text encoders or incurring costly re-alignment, and introduces global multimodal guidance within self-attention to better align MLLM-derived semantic features with VAE toke...

Yiyang Cai, Nan Chen, Rongchang Xie et al. · arXiv.org · 0 citations