Author

Xiao Yang

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#machine learning Preprint Oct 2026

FOLD: Position-Free Far Memory with Local Order for Long-Context Speculative Decoding

Speculative decoding accelerates LLM generation through lightweight drafting and parallel verification. It is particularly promising for long inputs, where KV-cache access costs can be amortized over multiple accepted tokens. Yet most drafters are trained on short sequences and degrade on long inputs, while long-contex...

Shu-Xuan Li, Jia-Liang Kang, Yang-Hao Zhou et al. · 0 citations

Preprint Oct 2026

FlashGaze: Training-Free Multi-Scale Patch Pruning For Efficient Video Understanding

Multimodal Large Language Models (MLLMs) have demonstrated strong performance in video understanding, yet efficiently processing long, high-resolution videos remains challenging. Such videos often contain substantial spatiotemporal redundancy, and processing redundant visual tokens can incur avoidable computational ove...

Zi-Ye Zhu, Yang-Hao Zhou, Li-Xing Tan et al. · 0 citations