no code implementations • 3 Jan 2024 • Joseph Najnudel, Shen-Ning Tung, Kazutoshi Yamazaki, Ju-Yi Yen
We present a model for price dynamics in the Automated Market Makers (AMM) setting.
no code implementations • 17 May 2022 • Nicholas P Baskerville, Jonathan P Keating, Francesco Mezzadri, Joseph Najnudel, Diego Granziol
This paper considers several aspects of random matrix universality in deep neural networks.
1 code implementation • 7 Jan 2021 • Nicholas P Baskerville, Jonathan P Keating, Francesco Mezzadri, Joseph Najnudel
Our model consists of two interacting spin glasses, and we conduct an extensive theoretical analysis of the complexity of the model's critical points using techniques from Random Matrix Theory.
1 code implementation • 8 Apr 2020 • Nicholas P. Baskerville, Jonathan P. Keating, Francesco Mezzadri, Joseph Najnudel
The loss surfaces of deep neural networks have been the subject of several studies, theoretical and experimental, over the last few years.