most citedFrequency-Domain Regularized Adversarial Alignment for Transferable Attacks against Closed-Source MLLMs

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cs.CV2026

UniCustom: Unified Visual Conditioning for Multi-Reference Image Generation

Yiyan Xu, Qiulin Wang, Wenjie Wang +5

Multi-reference image generation aims to synthesize images from textual instructions while faithfully preserving subject identities from multiple reference images. Existing VLM-enh…

cs.CV2026

MURE: Hierarchical Multi-Resolution Encoding via Vision-Language Models for Visual Document Retrieval

Fengbin Zhu, Zijing Cai, Yuzhe Wang +5

Visual Document Retrieval (VDR) requires representations that capture both fine-grained visual details and global document structure to ensure retrieval efficacy while maintaining…