A unified theory for the origin of grid cells through the lens of pattern formation. - Ben Sorscher; Gabriel Mel; Surya Ganguli; Samuel A. Ocko (NeurIPS, 2019)

A theory of high dimensional regression with arbitrary correlations between input features and target functions: sample complexity, multiple descent curves and a hierarchy of phase transitions. - Gabriel Mel; Surya Ganguli (ICML, 2021)

Explaining heterogeneity in medial entorhinal cortex with task-driven neural networks. - Aran Nayebi; Alexander Attinger; Malcolm Campbell; Kiah Hardcastle; Isabel Low; Caitlin S. Mallory; Gabriel Mel; Ben Sorscher; Alex H. Williams; Surya Ganguli; Lisa M. Giocomo; Daniel L. K. Yamins (NeurIPS, 2021)

Anisotropic Random Feature Regression in High Dimensions. - Gabriel Mel; Jeffrey Pennington (ICLR, 2022)