Author

Maurice Kraus

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Preprint Aug 2026

Tydra: An Efficient Hybrid Model for Tabular Data

Transformer-based tabular foundation models such as TabPFN achieve strong predictive performance but incur quadratic computational cost with context length. On the other hand, subquadratic SSM-based alternatives such as Hydra trade away accuracy for efficiency. To balance both, we introduce Tydra, a hybrid Transformer-...

Mieszko Komisarczyk, Saurabh Mathur, Maurice Kraus et al. · 0 citations

#artificial intelligence Preprint Sep 2026

VoiceNet: Fine-Grained Voice Understanding Beyond Emotion at Scale

Expressive speech synthesis has outpaced expressive speech perception: systems now render fine-grained vocal performances that no public benchmark can score. Most benchmarks for this inverse problem stop at six to nine basic emotion categories, largely on acted speech. This paper introduces VoiceNet, a human-annotated...

Christoph Schuhmann, R. Kaczmarczyk, Gollam Rabby et al. · 0 citations