11 citations · 40 across the 12 of their papers we have counts for
12 papers
Free energy and spectral edge of the SYK model
Yukun He
We introduce a microscopic framework that gives the first rigorous derivation of the Schwinger--Dyson thermodynamics of the Sachdev--Ye--Kitaev model. For fixed, even interaction o…
Edge universality of sparse Erdős-Rényi digraphs
Yukun He
Let be the adjacency matrix of the Erdős-Rényi directed graph . We denote the eigenvalues of by , and $|λ_…
Spectral gap and edge universality of dense random regular graphs
Yukun He
Let be the adjacency matrix of a random -regular graph on vertices, and we denote its eigenvalues by . For ,…
Towards IID representation learning and its application on biomedical data
Jiqing Wu, Inti Zlobec, Maxime Lafarge +2
Due to the heterogeneity of real-world data, the widely accepted independent and identically distributed (IID) assumption has been criticized in recent studies on causality. In thi…
Fluctuations of extreme eigenvalues of sparse Erdős-Rényi graphs
Yukun He, Antti Knowles
We consider a class of sparse random matrices which includes the adjacency matrix of the Erdős-Rényi graph . We show that if $N^{\varepsilon} \leq Np \leq N^{1/3-…
Efficient Two-Step Adversarial Defense for Deep Neural Networks
Ting-Jui Chang, Yukun He, Peng Li
In recent years, deep neural networks have demonstrated outstanding performance in many machine learning tasks. However, researchers have discovered that these state-of-the-art mod…