2022
T. Moreau, M. Massias, A. Gramfort, ..., QK et al. Benchopt: Reproducible, efficient and collaborative optimization benchmarks. To appear in Neurips 2022. arXiv:2206.13424. 37 pages. 2022
Q. Bertrand, QK, P.A. Bannier, G. Gidel, M. Massias. Beyond L1: Faster and Better Sparse Models with skglm. To appear in Neurips 2022. arXiv:2204.07826. 28 pages. 2022
Q. Bertrand, QK, M. Massias, M. Blondel, S. Vaiter, A. Gramfort, J. Salmon. Implicit differentiation for fast hyperparameter selection in
non-smooth convex learning. Journal of Machine Learning Research volume 23, pages 1-43, 2022
R. Mary, F. Chalmin, T. Accogli, ..., QK et al. Hematopoietic Prostaglandin D2 synthase controls Tfh/Th2 communication and limits Tfh anti-tumor effects. Cancer Immunology Research, 2022
2021
Q. Klopfenstein, Non-smooth optimization for the estimation of cellular
immune components in a tumoral environment . Defended on June, 30th, 2021. Manuscript, Slides.
QK, Samuel Vaiter. Linear Support Vector Regression with Linear Constraints. Machine Learning volume 110, pages 1939–1974, 2021
QK, V. Derangère, L. Arnould, M. Thibaudin et al. Evaluation of tumor immune contexture among intrinsic molecular subtypes helps to predict outcome in early breast cancer. JITC, 2021
2020
Q. Bertrand, QK, M. Blondel, S. Vaiter, A. Gramfort, J. Salmon. Implicit differentiation of Lasso-type models for hyperparameter optimization. International Conference on Machine Learning, 2020
2019
C. Reichling, J. Taieb, V. Derangère, QK et al. Artificial intelligence-guided tissue analysis combined with immune infiltrate assessment predicts stage III colon cancer outcomes in PETACC08 study. Gut, 2019
QK, C. Truntzer, J. Vincent, F. Ghiringhelli. Cell lines and immune classification of glioblastoma define patient’s prognosis. British Journal of Cancer, 2019
2018
F. Ledys, QK, C. Truntzer, L. Arnould et al. RAS status and neoadjuvant chemotherapy impact CD8+ cells and tumor HLA class I expression in liver metastatic colorectal cancer. JITC, 2018
JD. Fumet, C. Richard, F. Ledys, QK, et al. Prognostic and predictive role of CD8 and PD-L1 determination in lung tumor tissue of patients under anti-PD-1 therapy. British Journal of Cancer, 2018
T. Collot, JD. Fumet, QK, J. Vincent et al. Bevacizumab-based Chemotherapy for Poorly-differentiated Neuroendocrine Tumors. Anticancer Research, 2018
Preprints
J. Larsson, Q. Klopfenstein, M. Massias, J. Wallin. Coordinate descent for SLOPE. Submitted. arXiv:2210.14780. 18 pages. 2022
QK, Q. Bertrand, A. Gramfort, J. Salmon, S. Vaiter. Model identification and local linear convergence
of coordinate descent. Submitted. arXiv:2010.11825. 26 pages. 2020