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Qiufeng Wang

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Preprint Oct 2026

LAMP: Layerwise Adaptive Mixing of Predictors for Training-Free Few-Shot Vision-Language Adaptation

Few-shot adaptation often relies on an encoder's final global representation, leaving complementary information in intermediate layers underused. Combining these features is challenging because their dimensions can differ and their usefulness varies across tasks. We propose LAMP, Layerwise Adaptive Mixing of Predictors...

Zhi-Peng Ye, Feng Jiang, Qiu-Feng Wang et al. · 0 citations
2025

Predictable Scale (Part II) - Farseer: A Refined Scaling Law in LLMs

This work introduces Farseer, a novel and refined scaling law offering enhanced predictive accuracy across scales, and provides new insights into optimal compute allocation, better reflecting the nuanced demands of modern LLM training.

Houyi Li, Wen-Zheng Zheng, Qiufeng Wang et al. · 4 citations · ⚡1

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