Prox-Penalization and Splitting Methods for Constrained Variational Problems. - Hédy Attouch; Marc-Olivier Czarnecki; Juan Peypouquet (SIAM J. Optim., 2011)

Coupling Forward-Backward with Penalty Schemes and Parallel Splitting for Constrained Variational Inequalities. - Hédy Attouch; Marc-Olivier Czarnecki; Juan Peypouquet (SIAM J. Optim., 2011)

Coupling the Gradient Method with a General Exterior Penalization Scheme for Convex Minimization. - Juan Peypouquet (J. Optim. Theory Appl., 2012)

Forward-Backward Penalty Scheme for Constrained Convex Minimization Without Inf-Compactness. - Nahla Noun; Juan Peypouquet (J. Optim. Theory Appl., 2013)

A Dynamical Approach to an Inertial Forward-Backward Algorithm for Convex Minimization. - Hédy Attouch; Juan Peypouquet; Patrick Redont (SIAM J. Optim., 2014)

Splitting Methods with Variable Metric for Kurdyka-Łojasiewicz Functions and General Convergence Rates. - Pierre Frankel; Guillaume Garrigos; Juan Peypouquet (J. Optim. Theory Appl., 2015)

Aggregation heuristic for the open-pit block scheduling problem. - Enrique Jélvez; Nelson Morales; Pierre Nancel-Penard; Juan Peypouquet; Patricio Reyes (Eur. J. Oper. Res., 2016)

The Rate of Convergence of Nesterov's Accelerated Forward-Backward Method is Actually Faster Than 1/k2. - Hédy Attouch; Juan Peypouquet (SIAM J. Optim., 2016)

From error bounds to the complexity of first-order descent methods for convex functions. - Jérôme Bolte; Trong Phong Nguyen; Juan Peypouquet; Bruce W. Suter (Math. Program., 2017)

Lagrangian Penalization Scheme with Parallel Forward-Backward Splitting. - Cesare Molinari; Juan Peypouquet (J. Optim. Theory Appl., 2018)

Fast convergence of inertial dynamics and algorithms with asymptotic vanishing viscosity. - Hédy Attouch; Zaki Chbani; Juan Peypouquet; Patrick Redont (Math. Program., 2018)

Asymptotic Equivalence of Evolution Equations Governed by Cocoercive Operators and Their Forward Discretizations. - Andrés Contreras; Juan Peypouquet (J. Optim. Theory Appl., 2019)

Convergence of inertial dynamics and proximal algorithms governed by maximally monotone operators. - Hédy Attouch; Juan Peypouquet (Math. Program., 2019)

Alternating forward-backward splitting for linearly constrained optimization problems. - Cesare Molinari; Juan Peypouquet; Fernando Roldán (Optim. Lett., 2020)

A Speed Restart Scheme for a Dynamics with Hessian-Driven Damping. - Juan José Maulén; Juan Peypouquet (J. Optim. Theory Appl., 2023)

Krasnoselskii-Mann Iterations: Inertia, Perturbations and Approximation. - Daniel Cortild; Juan Peypouquet (J. Optim. Theory Appl., 2025)

New Tight Bounds for SGD without Variance Assumption: A Computer-Aided Lyapunov Analysis. - Daniel Cortild; Lucas Ketels; Juan Peypouquet; Guillaume Garrigos (CoRR, 2025)