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)

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)

Beyond neural scaling laws: beating power law scaling via data pruning. - Ben Sorscher; Robert Geirhos; Shashank Shekhar; Surya Ganguli; Ari Morcos (NeurIPS, 2022)

A theory of weight distribution-constrained learning. - Weishun Zhong; Ben Sorscher; Daniel Lee; Haim Sompolinsky (NeurIPS, 2022)

A theory of learning with constrained weight-distribution. - Weishun Zhong; Ben Sorscher; Daniel D. Lee; Haim Sompolinsky (CoRR, 2022)