Machine Learning Lab

Hoo, Shi Bin; Müller, Samuel; Salinas, David; Hutter, Frank

The Tabular Foundation Model TabPFN Outperforms Specialized Time Series Forecasting Models Based on Simple Features Inproceedings

In: NeurIPS 2024 TRL Workshop, 2024.

Bhethanabhotla, Sathya Kamesh; Swelam, Omar; Siems, Julien; Salinas, David; Hutter, Frank

Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models Inproceedings

In: NeurIPS 2024 TSALM Workshop, 2024, (Spotlight Presentation).

Müller, Andreas; Siems, Julien; Nori, Harsha; Salinas, David; Zela, Arber; Caruana, Rich; Hutter, Frank

GAMformer: Exploring In-Context Learning for Generalized Additive Models Inproceedings

In: NeurIPS 2024 TRL Workshop, 2024.

Salinas, David; Erickson, Nick

TabRepo: A Large Scale Repository of Tabular Model Evaluations and its AutoML Applications Inproceedings

In: Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), ABCD Track, 2024.