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20242026
most citedRAP: Efficient Text-Video Retrieval with Sparse-and-Correlated Adapter

1 citations · 1 across the 10 of their papers we have counts for

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cs.CV2026

CausalSplat: Towards Comprehensive Hierarchical Reasoning in 3D Gaussian Splatting

Jiayu Ding, Meilu Song, Yun Chen +2

While 3D Gaussian Splatting (3DGS) has advanced open vocabulary scene understanding, existing methods remain confined to explicit queries. They struggle to interpret implicit inten…

cs.CV2026

EFlow: Learning Evidence Flow for Long-Video Reasoning with Adaptive Reflection

Wenhao Zhang, Kuanwei Lin, Xuyi Yang +2

Long-video reasoning is fundamentally constrained by how models acquire and utilize visual evidence. Existing tool-augmented video frameworks often interleave temporal grounding an…

cs.CV2026

Cognitive-structured Multimodal Agent for Multimodal Understanding, Generation, and Editing

Feng Wang, Canmiao Fu, Zhipeng Huang +3

Recent unified multimodal models show a single architecture can jointly perform vision/language understanding and image generation/editing. However, they repeatedly feed all histor…

cs.CV2026

VideoRouter: Query-Adaptive Dual Routing for Efficient Long-Video Understanding

Kuanwei Lin, Wenhao Zhang, Ge Li

Video large multimodal models increasingly face a scalability bottleneck: long videos produce excessively long visual-token sequences, which sharply increase memory and latency dur…

cs.AI2026

3D Instruction Ambiguity Detection

Jiayu Ding, Haoran Tang, Hongbo Jin +2

In safety-critical domains, linguistic ambiguity can have severe consequences; a vague command like "Pass me the vial" in a surgical setting could lead to catastrophic errors. Yet,…