2 papers
cs.LG2025
Can Graphs Improve Tabular Foundation Models?
Franck Le, Keith Grueneberg, Erich Nahum +1
Tabular data are central to many real-world systems. While recent tabular transformers and in-context learners such as SAINT, TP-BERTa, TabPFN, TabICL, and MITRA incorporate limite…
cs.LG2025
Robust Tabular Foundation Models
Matthew Peroni, Franck Le, Vadim Sheinin
The development of tabular foundation models (TFMs) has accelerated in recent years, showing strong potential to outperform traditional ML methods for structured data. A key findin…