Author

Quentin Bouniot

2 papers indexed here

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#artificial intelligence Feb 2026

SOTAlign: Semi-Supervised Alignment of Unimodal Vision and Language Models via Optimal Transport

This work introduces a semi-supervised setting in which pretrained unimodal encoders are aligned using a small number of image-text pairs together with large amounts of unpaired data and proposes SOTAlign, a two-stage framework that first recovers a coarse shared geometry from limited paired data using a linear teacher...

Simon Roschmann, Paul Krzakala, Sonia Mazelet et al. · arXiv.org · 3 citations · ⚡1

#artificial intelligence Preprint Jun 2025

Unlocking Pretrained Vision Transformers for Time Series Classification

This work proposes Time Vision Transformer (TiViT), the first framework that successfully unlocks the representational power of frozen Vision Transformers pretrained on large-scale image datasets for time series classification.

Simon Roschmann, Quentin Bouniot, Vasilii Feofanov et al. · 7 citations · ⚡2