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Daniel Nowak Assis

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#artificial intelligence Preprint Oct 2026

Rethinking Tabular Foundation Models On Data Streams

Tabular foundation models (TFMs) outperform established machine learning models on tabular benchmarks through in-context learning. Building on this success, interest is growing in applying them to data streams, where data arrive continuously and evolve over time. On a stream, a TFM adapts by updating its context rather...

Nilesh Verma, Daniel Nowak Assis, Afonso Lourenço et al. · 0 citations
Open access Aug 2026

Hoeffding adaptive splitting trees for data stream classification with concept drift and ensemble learning

These models combine the periodic splitting strategy of Hoeffding Trees, which fosters ensemble diversity, with adaptive splitting mechanisms that employ change detection algorithms to identify performance decay and determine split points.

Daniel Nowak Assis, J. P. Barddal, Fabrício Enembreck · 0 citations

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