Author

Yang Shi

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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 attribu...

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

Preprint Aug 2026

FocusMem: Factorizing Content, Readout, and Trust in Latent GUI Memory

FocusMem is introduced, which separates episodic memory and working memory within a compact latent-memory interface and consistently outperforms a fully matched action-only fixed-memory baseline and prior latent memory adaptations.

Zhuoran Zhang, Bowen Li, Jingcheng Ju et al. · 0 citations