Author name: Hyunmog Kim

Diagnosing Spectral Ceilings in Equivariant Neural Force Fields

Hyunmog Kim / May 12, 2026

arXiv:2605.08286v1 Announce Type: cross
Abstract: We introduce a spectral-injection diagnostic for measuring which angular frequencies a trained equivariant force-field backbone preserves: inject a controlled angular-frequency perturbation into a mole…

cs.AI, cs.AR, cs.LG

Graph Computation Meets Circuit Algebra: A Task-Aligned Analysis of Graph Neural Networks for Electronic Design Automation

Hyunmog Kim / May 12, 2026

arXiv:2605.08291v1 Announce Type: cross
Abstract: EDA problems are graph-structured, but not all graph-structured problems call for the same GNN computation. We argue that successful GNN-for-EDA methods are those whose propagation, aggregation, and su…