Robuta

Sponsor of the Day: Jerkmate

https://openreview.net/forum?id=BtEiqKsIMw Real-TabPFN: Improving Tabular Foundation Models via Continued Pre-training With Real-World Data |... Foundation models for tabular data, like TabPFN, achieve strong performance on small datasets when pre-trained solely on synthetic data. We show that this... tabular foundation models pre training world data real improving https://towardsdatascience.com/one-model-to-rule-them-all-sap-rpt-1-and-the-future-of-tabular-foundation-models/ One Model to Rule Them All? SAP-RPT-1 and the Future of Tabular Foundation Models | Towards Data... A hands-on case study and practical guidance tabular foundation models towards data one rule sap https://openreview.net/forum?id=EfQv02muYG Causal Data Augmentation for Robust Fine-Tuning of Tabular Foundation Models | OpenReview Fine-tuning tabular foundation models (TFMs) in the face of scarce data is challenging, as early stopping on even scarcer validation data often fails to... tabular foundation models data augmentation fine tuning causal robust https://openreview.net/forum?id=jdM9Pa8she Generalization Can Emerge in Tabular Foundation Models From a Single Table | OpenReview Deep tabular modelling increasingly relies on in-context learning where, during inference, a model receives a set of $(x,y)$ pairs as context and predicts... tabular foundation models single table generalization emerge openreview https://openreview.net/forum?id=h8hy1lABh3 Towards Synthetic Data for Fine-tuning Tabular Foundation Models | OpenReview Tabular foundation models pre-trained on synthetically generated datasets have exhibited strong in-context learning capabilities. While fine-tuning can further... tabular foundation models synthetic data fine tuning towards openreview