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cs.LG2024★ 1 cited
Convex Relaxation for Solving Large-Margin Classifiers in Hyperbolic Space
Sheng Yang, Peihan Liu, Cengiz Pehlevan
Hyperbolic spaces have increasingly been recognized for their outstanding performance in handling data with inherent hierarchical structures compared to their Euclidean counterpart…
cs.LG2024
Spectral regularization for adversarially-robust representation learning
Sheng Yang, Jacob A. Zavatone-Veth, Cengiz Pehlevan
The vulnerability of neural network classifiers to adversarial attacks is a major obstacle to their deployment in safety-critical applications. Regularization of network parameters…