# 2nd Workshop on High-dimensional Learning Dynamics (HiLD): The Emergence of Structure and Reasoning May 01, 2024 - [ News ](/news-categories/news) Cengiz is one of the organizers for the 2nd ICML Workshop on High-dimensional Learning Dynamics (HiLD): The Emergence of Structure and Reasoning. Topics include but not limited to: - The emergence of interpretable behaviors (e.g., circuit mechanisms) and capabilities (e.g., compositionality and reasoning) - Work that adapts tools from stochastic differential equations, high-dimensional probability, random matrix theory, and other theoretical frameworks to understand learning dynamics and phase transitions - Scaling laws related to internal structures and functional differences - Competition and dependencies among structures and heuristics, e.g., simplicity bias or learning staircase functions - Relating optimizer design and loss landscape geometry to implicit regularization, inductive bias, and generalization See Share on:- [ Facebook ](#) - [ Twitter ](#) - [ Linkedin ](#)