2 papers
cs.LG2026
Constraint-Preserving Flow Matching for Spectral Graph Generation
Anita Yang, Ken-ichi Kawarabayashi, Yohan Jung
Spectral graph generation models graphs through the eigenvalues and eigenvectors of their Laplacians, providing a compact and continuous alternative to direct graph construction. H…
stat.ML2026
Regret Analysis of Guided Diffusion for Black-Box Optimization over Structured Inputs
Masaki Adachi, Anita Yang, Yakun Wang +1
Guided-diffusion black-box optimization (BO) has shown strong empirical performance on structured design problems such as molecules and crystals, but its regret behavior remains po…