The Cost of Robustness: Tighter Bounds on Parameter Complexity for Robust Memorization in ReLU Nets
We analyze the parameter bounds for robust memorization as a function of the robustness ratio.
Sep 20, 2025
The Cost of Robustness: Tighter Bounds on Parameter Complexity for Robust Memorization in ReLU Nets
We analyze the parameter bounds for robust memorization as a function of the robustness ratio.
Jun 10, 2025
Incremental Gradient Descent with Small Epoch Counts is Surprisingly Slow on Ill-Conditioned Problems
We study Incremental Gradient Descent in the small epoch regime and show that it exhibits severe slowdown especially in the presence of nonconvex components.
Jun 4, 2025