Published in ICML, 2026
Semi-supervised alignment of unimodal vision and language models using optimal transport.
Recommended citation: Krzakala, P., Melo, G., Lan{\c{c}}on, C., Laclau, C., Flamary, R., Th{\'e}venot, E., & d'Alch{\'e}-Buc, F. (2026). MSAlign: Aligning Molecule and Mass Spectra Foundation Models for Metabolite Identification. arXiv preprint arXiv:2605.19752.
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Published in ICML, 2026
Semi-supervised alignment of unimodal vision and language models using optimal transport.
Recommended citation: Roschmann, R., Krzakala, P., Mazelet, S., Bouniot, Q., Akata, Z. (2026). SOTAlign: Semi-Supervised Alignment of Unimodal Vision and Language Models via Optimal Transport. arXiv preprint arXiv:2602.23353.
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Published in NeuriPS, 2025
Self-supervised graph representation learning using a trainable graph matching module for computing the reconstruction loss.
Recommended citation: Krzakala, P., Melo, G., Laclau, C., d'Alché-Buc, F., & Flamary, R. (2025). The Quest for the GRAph Level autoEncoder (GRALE). NeuriPS 2025.
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Published in NeurIPS, 2024
A fully differentiable framework for Supervised Graph Prediction.
Recommended citation: Krzakala, P., Yang, J., Flamary, R., d'Alché-Buc, F., Laclau, C., & Labeau, M. (2024). Any2Graph: Deep End-To-End Supervised Graph Prediction With An Optimal Transport Loss. Advances in Neural Information Processing Systems, 37, 101552-101588.
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Published in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021
We propose a solver to optimize the antenna placement on satellite-mounted interferometric synthetic-aperture instruments.
Recommended citation: Krzakala, Paul and Assouel, Amine, et al. (2021). Irregular layout for a satellite’s interferometric array. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 14, 9408-9423..
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