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Author

Eli Shechtman

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HiLo-Token: Input-Adaptive High-Low Frequency Token Compression for Efficient Image Editing

This work proposes HiLo-Token, an input-adaptive token compression framework that allocates more token budget to high-frequency, rich-context regions while assigning fewer tokens to low-frequency areas, and introduces a simple yet effective high-frequency token selection strategy based on spatial frequency.

Hao-Ran You, Yotam Nitzan, Lingzhi Zhang et al. · 0 citations
Preprint Aug 2026

EditStream: A Unified Autoregressive Framework for Interactive Video Generation and Editing

Interactive video generation and editing are becoming increasingly important for creative design. In this report, we introduce EditStream: a unified framework for interactive video generation and editing. EditStream unifies multiple video creation and manipulation tasks within a single DiT-based model through flexible...

Yu-Qian Zhou, Zhenghong Zhou, Zongze Wu et al. · 1 citation

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