@article{CorpusID:285029833, title = {Identification of antihypertensive, antidiabetic, and antioxidant peptides derived from hydrolysates of dairy white wastewaters containing milk proteins using machine learning insights}, journal = {Food Research International}, volume = {229}, pages = {118496}, year = {2026}, issn = {0963-9969}, doi = {https://doi.org/10.1016/j.foodres.2026.118496}, url = {https://www.sciencedirect.com/science/article/pii/S0963996926001705}, author = {Diala Damen and Hairati Aboubacar and Aurore Cournoyer and Mathieu Bazinet and Juan {de Toro-Martín} and Sami Gaaloul and Safia Hamoudi and Benoit Cudennec and Laurent Bazinet}, } @inproceedings{CorpusID:273403365, title={Generalization Bounds via Meta-Learned Model Representations: {PAC}-Bayes and Sample Compression Hypernetworks}, author={Benjamin Leblanc and Mathieu Bazinet and Nathaniel D'Amours and Alexandre Drouin and Pascal Germain}, booktitle={Forty-second International Conference on Machine Learning}, year={2025}, url={https://openreview.net/forum?id=Qn6yZb5iLC} } @inproceedings{CorpusID:272910827, title={Sample compression unleashed: New generalization bounds for real valued losses}, author={Mathieu Bazinet and Valentina Zantedeschi and Pascal Germain}, booktitle={The 28th International Conference on Artificial Intelligence and Statistics}, year={2025}, url={https://openreview.net/forum?id=0ynSy2dwNi} } @article{CorpusID:274485257, title = {Application of machine learning tools to study the synergistic impact of physicochemical properties of peptides and filtration membranes on peptide migration during electrodialysis with filtration membranes}, author = {Zain Sanchez-Reinoso and Mathieu Bazinet and Benjamin Leblanc and Jean-Pierre Clément and Pascal Germain and Laurent Bazinet}, journal = {Separation and Purification Technology}, volume = {360}, pages = {130877}, year = {2025}, issn = {1383-5866}, doi = {https://doi.org/10.1016/j.seppur.2024.130877}, url = {https://www.sciencedirect.com/science/article/pii/S1383586624046161}, } @article{CorpusID:274393015, title = {How peptide migration and fraction bioactivity are modulated by applied electrical current conditions during electromembrane process separation: A comprehensive machine learning-based peptidomic approach}, journal = {Food Research International}, volume = {200}, pages = {115417}, year = {2025}, issn = {0963-9969}, doi = {https://doi.org/10.1016/j.foodres.2024.115417}, url = {https://www.sciencedirect.com/science/article/pii/S096399692401487X}, author = {Aurore Cournoyer and Mathieu Bazinet and Jean-Pierre Clément and Pier-Luc Plante and Ismail Fliss and Laurent Bazinet}, } @inproceedings{CorpusID:276961268, title={Sample Compression for Self Certified Continual Learning}, author={Jacob Comeau and Mathieu Bazinet and Pascal Germain and Cem Subakan}, year={2025}, url={https://arxiv.org/abs/2503.10503} }