eess.SP · 2026-06-08 · No. 17
Signal Processing, 2026-06-08.
1 new papers in eess.SP. Titles, authors,
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01 — The papers
1 entries-
01
Amortized Neural Optimization for Pre-Layout Signal Integrity Design Space Exploration using Differentiable Surrogates
Julian Withöft, Werner John, Emre Ecik, Ralf Brüning, Jürgen Götze
eess.SP · cs.CE · cs.LG
Pre-layout design space exploration (DSE) for high-speed signal integrity (SI) analysis is often limited by the computational cost of simulations and iterative optimization algorithms within modern electronic design automation (EDA) workflows. While machine learning surrogate models accelerate the simulation step, optimizing designs still requires utilizing iterative black-box search methods. This iterative nature scales poorly, making...
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