Preface of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models. - Clémentine Dominé; Marco Fumero; Zorah Lähner; Donato Crisostomi; Luca Moschella; Kimberly Stachenfeld (UniReps, 2025)

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)