cond-mat.dis-nn · 2026-06-14 · No. 23

Disordered Systems and Neural Networks, 2026-06-14.

1 new papers in cond-mat.dis-nn. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    A solvable model for unsupervised federated learning

    Giovanni Catania, Aurélien Decelle, Gianluca Manzan, Beatriz Seoane, Daniele Tantari

    cond-mat.dis-nn · cs.LG

    We introduce a theoretical framework for analyzing federated learning in a generative setting through a teacher-multiple interacting students scenario, in which each student receives a distinct realization of the data, either through a different noise corruption or by accessing a different subset, possibly of varying size. Using theoretical tools in equilibrium disordered system, we analytically show that interactions among students...

    arxiv.org/abs/2606.13045 · PDF

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