David A. R. Robin

activity

20232026

most citedConvergence beyond the over-parameterized regime using Rayleigh quotients

2 citations · 2 across the 3 of their papers we have counts for

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cs.LG2026

Precise Convergence Speed of Clipped SGD

David A. R. Robin

We present a tightened convergence analysis of clipped gradient descent on $(L_{0}, L_{1})$ -smooth functions, with quantitative constants. Building on the ideas of Koloskova et al (202…

cs.LG2026

Robustness Cannot be Reduced to Regularization: Studying Adversarial Training Beyond the Linear Case

David A. R. Robin, Rafael Pinot, Yann Chevaleyre

The vulnerability of ML models to adversarial examples has recently emerged as a major concern. While adversarial training is one of the most effective countermeasures to this issu…