Accurate predictions on small data with a tabular foundation model

N Hollmann, S Müller, L Purucker, A Krishnakumar… - Nature, 2025 - nature.com
Tabular data, spreadsheets organized in rows and columns, are ubiquitous across scientific
fields, from biomedicine to particle physics to economics and climate science,. The …

Towards Localization via Data Embedding for TabPFN

M Koshil, T Nagler, M Feurer… - NeurIPS 2024 Third Table … - openreview.net
Prior-data fitted networks (PFNs), especially TabPFN, have shown significant promise in
tabular data prediction. However, their scalability is limited by the quadratic complexity of the …

Exploration of autoregressive models for in-context learning on tabular data

SK Baur, S Kim - NeurIPS 2024 Third Table Representation Learning … - openreview.net
We explore different auto-regressive model architectures for in-context learning on tabular
datasets trained in a similar manner to TabPFN. Namely, we compare transformer based …