2 papers
stat.CO2026
Fast Compute via MC Boosting
Sarah Polson, Vadim Sokolov
Modern training and inference pipelines in statistical learning and deep learning repeatedly invoke linear-system solves as inner loops, yet high-accuracy deterministic solvers can…
cs.LG2025
Kolmogorov GAM Networks are all you need!
Sarah Polson, Vadim Sokolov
Kolmogorov GAM (K-GAM) networks are shown to be an efficient architecture for training and inference. They are an additive model with an embedding that is independent of the functi…