Author

Dennis Gramlich

h-index 7 View on Semantic Scholar

We have 1 of 20 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Aug 2026

Stochastic Gradient Descent with Momentum: Analysis and Synthesis via Integral Quadratic Constraints

This article applies dynamic integral quadratic constraints (IQCs) to the analysis and synthesis of accelerated stochastic gradient algorithms and model the resulting stochastic gradient oracle as a feedback nonlinearity in the spirit of Lur'e systems from robust control.

Dennis Gramlich, Carsten W. Scherer, Christian Ebenbauer · 0 citations