Author

Yanghao Wang

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Jul 2026

ReBind: Multi-Reference Video Editing via Structured Instructions with Explicit Reference Relationships

This work proposes ReBind, a systematic framework that introduces semantic instructions with embedded reference tokens as the intermediate representation for multi-reference image-conditioned video editing and develops ReBind-Instruct, a specialized MLLM that learns to establish explicit bindings between visual attributes and their reference sources through a two-stage progressive scheme for precise reference relationships.

Xin-Yu Liu, Shi-Hao Li, Weihong Lin et al. · arXiv.org · 2 citations

Preprint Aug 2026

DIFFCZSL: Compositional Zero-Shot Learning Regularized by Diffusion Representations

DIFFCZSL is proposed, a diffusion-augmented framework that injects generative priors from pre-trained diffusion models into CLIP-based CZSL pipelines and highlights the complementary strengths of generative diffusion representations and discriminative vision-language models for compositional generalization.

Hangyu Tian, Zhenqi He, Yanghao Wang et al. · 0 citations