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SGD learning on neural networks: leap complex- ity and saddle-to-saddle dynamics

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Spectral phase transitions in Gaussian multi-index models

math.ST · 2026-08-12 · accept · novelty 8.0

In Gaussian multi-index models, the paper rigorously characterizes the bulk spectrum and BBP-type phase transition of matrix-valued spectral estimators, and proves the AMP-derived preprocessing map attains the minimal spectral threshold, resolving Conjecture 3.10 of Defilippis et al. (2025).

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  • Spectral phase transitions in Gaussian multi-index models math.ST · 2026-08-12 · accept · none · ref 1

    In Gaussian multi-index models, the paper rigorously characterizes the bulk spectrum and BBP-type phase transition of matrix-valued spectral estimators, and proves the AMP-derived preprocessing map attains the minimal spectral threshold, resolving Conjecture 3.10 of Defilippis et al. (2025).