Data-driven approximation of differential inclusions and application to detection of transportation modes. - Pierre-Cyril Aubin-Frankowski; Nicolas Petit (ECC, 2020)

Hard Shape-Constrained Kernel Machines. - Pierre-Cyril Aubin-Frankowski; Zoltán Szabó 001 (NeurIPS, 2020)

Gene regulation inference from single-cell RNA-seq data with linear differential equations and velocity inference. - Pierre-Cyril Aubin-Frankowski; Jean-Philippe Vert (Bioinform., 2020)

Lipschitz regularity of the minimum time function of differential inclusions with state constraints. - Pierre-Cyril Aubin-Frankowski (Syst. Control. Lett., 2020)

Kernel Stein Discrepancy Descent. - Anna Korba; Pierre-Cyril Aubin-Frankowski; Szymon Majewski; Pierre Ablin (ICML, 2021)

Linearly Constrained Linear Quadratic Regulator from the Viewpoint of Kernel Methods. - Pierre-Cyril Aubin-Frankowski (SIAM J. Control. Optim., 2021)

Estimation and control under constraints through Kernel methods. (Estimation et contrôle sous contraintes par méthodes à noyaux). - Pierre-Cyril Aubin-Frankowski (2021)

Operator-valued Kernels and Control of Infinite dimensional Dynamic Systems. - Pierre-Cyril Aubin-Frankowski; Alain Bensoussan 001 (CDC, 2022)

Mirror Descent with Relative Smoothness in Measure Spaces, with application to Sinkhorn and EM. - Pierre-Cyril Aubin-Frankowski; Anna Korba; Flavien Léger (NeurIPS, 2022)

Handling Hard Affine SDP Shape Constraints in RKHSs. - Pierre-Cyril Aubin-Frankowski; Zoltán Szabó 001 (J. Mach. Learn. Res., 2022)

Approximation of optimization problems with constraints through kernel Sum-Of-Squares. - Pierre-Cyril Aubin-Frankowski; Alessandro Rudi (CoRR, 2023)

Reproducing Kernel Approach to Linear-Quadratic Mean Field Control Problems with Additive Noise. - Pierre-Cyril Aubin-Frankowski; Alain Bensoussan 001 (CDC, 2024)

Mirror and Preconditioned Gradient Descent in Wasserstein Space. - Clément Bonet; Théo Uscidda; Adam David; Pierre-Cyril Aubin-Frankowski; Anna Korba (NeurIPS, 2024)

Generalization Bounds of Surrogate Policies for Combinatorial Optimization Problems. - Pierre-Cyril Aubin-Frankowski; Yohann De Castro; Axel Parmentier; Alessandro Rudi (CoRR, 2024)

Reintroducing Time, Money and Constraints: Viability to Bridge the Economic and Monetary Theories. - Jean-Pierre Aubin; Pierre-Cyril Aubin-Frankowski; Vladimir Lozève (IGTR, 2024)