An exactly solvable model for emergence and scaling laws in the multitask sparse parity problem. - Yoonsoo Nam; Nayara Fonseca; Seok Hyeong Lee; Chris Mingard; Ard A. Louis (NeurIPS, 2024)

An exactly solvable model for emergence and scaling laws. - Yoonsoo Nam; Nayara Fonseca; Seok Hyeong Lee; Ard A. Louis (CoRR, 2024)

Visualising Feature Learning in Deep Neural Networks by Diagonalizing the Forward Feature Map. - Yoonsoo Nam; Chris Mingard; Seok Hyeong Lee; Soufiane Hayou; Ard A. Louis (CoRR, 2024)

Position: Solve Layerwise Linear Models First to Understand Neural Dynamical Phenomena (Neural Collapse, Emergence, Lazy/Rich Regime, and Grokking). - Yoonsoo Nam; Seok Hyeong Lee; Clémentine Dominé; Yea Chan Park; Charles London; Wonyl Choi; Niclas Alexander Göring; Seungjai Lee (CoRR, 2025)