2 papers
cs.LG2026
From Physics to Surrogate Intelligence: A Unified Electro-Thermo-Optimization Framework for TSV Networks
Mohamed Gharib, Leonid Popryho, Inna Partin-Vaisband
High-density through-substrate vias (TSVs) enable 2.5D/3D heterogeneous integration but introduce significant signal-integrity and thermal-reliability challenges due to electrical…
cs.LG2025
RF-Informed Graph Neural Networks for Accurate and Data-Efficient Circuit Performance Prediction
Anahita Asadi, Leonid Popryho, Inna Partin-Vaisband
Accurately predicting the performance of active radio frequency (RF) circuits is essential for modern wireless systems but remains challenging due to highly nonlinear behavior and…