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cs.LG2026
Minimal-Norm Univariate Two-Layer ReLU Classification: Exact Solutions and Global Optimality with Skip Connections
Karolina Drabik, Ben Lewis, Antoni Puch +4
We study minimal-norm interpolation and -regularized logistic-loss minimization for binary classification by univariate two-layer ReLU networks. We give complete geometric…
cs.LG2026
Mildly Overparameterized ReLU Networks on Orthogonal Data: Incremental Learning and Implicit Bias
James Town, Etienne Boursier, Ben Lewis +2
The successful training of neural networks hinges on the use of first order optimization methods, yet the theoretical characterization of these methods remains incomplete. This is…