stat.ME · 2026-06-25 · No. 34

Methodology, 2026-06-25.

1 new papers in stat.ME. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    Knowledge Cascade: Reverse Knowledge Distillation on Nonparametric Multivariate Functional Estimation

    Luyang Fang, Haoran Lu, Yongkai Chen, Wenxuan Zhong, Ping Ma

    stat.ME · cs.LG

    As machine learning models and datasets continue to grow, developing complex models has become increasingly computationally demanding. Knowledge distillation reduces deployment cost by compressing a large, well-trained teacher model into a compact student model, but it does not address settings where constructing the teacher itself is the bottleneck. Motivated by this challenge, we introduce Knowledge Cascade (KCas), a reverse knowledge...

    arxiv.org/abs/2606.25927 · PDF

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