3 papers
cs.LG2026
Upper Bounds for Local Learning Coefficients of Three-Layer Neural Networks
Yuki Kurumadani
Three-layer neural networks are known to form singular learning models, and their Bayesian asymptotic behavior is governed by the learning coefficient, or real log canonical thresh…
math.ST2024
Real Log Canonical Thresholds at Non-singular Points
Yuki Kurumadani
Recent advances have clarified theoretical learning accuracy in Bayesian inference, revealing that the asymptotic behavior of metrics such as generalization loss and free energy, a…
math.ST2024
Learning Coefficients in Semi-Regular Models
Yuki Kurumadani
Recent advances have clarified theoretical learning accuracy in Bayesian inference, revealing that the asymptotic behavior of metrics such as generalization loss and free energy, a…