Gi-Joon Nam — accepted AI-conference papers

2026

Si-GT: Fast Interconnect Signal Integrity Analysis for Integrated Circuit Design via Graph Transformers

Yuting Hu, Tarek Mohamed, Chenhui Xu, Hua Xiang, Hussam Amrouch, Gi-Joon Nam +1

ICLR 2026poster

Signal integrity issues present significant challenges in modern integrated circuit (IC) design, as crosstalk-induced delay variation and transient glitches caused by capacitive coupling among interconnects can severely impact IC functional correctness. Although circuit simulators like SPICE can del…

Cited by 0 Source ↗code ↗Scholar ↗

2023

SyncTREE: Fast Timing Analysis for Integrated Circuit Design through a Physics-informed Tree-based Graph Neural Network

Yuting Hu, Jiajie Li, Florian Klemme, Gi-Joon Nam, Tengfei Ma, Hussam Amrouch +1

NeurIPS 2023poster

Nowadays integrated circuits (ICs) are underpinning all major information technology innovations including the current trends of artificial intelligence (AI). Modern IC designs often involve analyses of complex phenomena (such as timing, noise, and power etc.) for tens of billions of electronic comp…

Cited by 4 Source ↗PDF ↗code ↗Scholar ↗