Reinforcement Learning for Individualized Dosing Policies in Oncology
Mathematical Modeling of Erythropoiesis and Treatment Optimization in the Context of Polycythemia Vera
Optimal Treatment Schedules for Acute Myeloid Leukemia Patients During Consolidation Therapy
Training on the Test Set and Other Heresies
Characterizing optimization bias in terms of optimization geometry
New Thoughts on Adaptivity, Generalization and Interpolation
Data clustering: a subspace-matching point of view and \ensuremath{K}-scalable algorithms
Optimization Methods for Learning Models: Adaptation, Acceleration, and Subsampling
An Optimal High-Order Tensor Method for Convex Optimization
Predictor-corrector interior-point algorithm for sufficient linear complementarity problems based on a new search direction
Multi-type symmetric non-negative matrix factorization
Stochastic Dual Averaging in Games and Variational Inequalities
A Comparison of Stationary Solutions to Mean Field Games and the Best Reply Strategy
Multi-Level Mean Field Games
Sum-of-Squares Programming with New Cones
Solving systems of polynomials by homotopy continuation
GMP.jl: Modeling Conic Relaxations for the Generalized Moment Problem
On polyhedral approximations of the positive semidefinite cone
Fast First-Order Methods for Quadratically Constrained Quadratic Optimization Problems in Signal Processing
Mixed-Integer Conic Relaxation for TOA-Based Multiple Source Localizaton
Composite High-Order Method for Convex Optimization
A Second-order method with enriched hessian information for composite sparse optimization problems
A dynamic primal-dual first-order framework for convex optimization under uncertainty
Proximal point methods for constrained nonconvex optimization
Adaptive Primal-Dual Methods for Convex Optimization with Faster Rates
Multi-fidelity derivative-free algorithms for road design
Net power maximization in a beam-down solar concentrator
HYPERNOMAD: Hyper-parameter optimization of deep neural networks using mesh adaptive direct search
Semismooth Newton methods in discrete TV and TGV regularization
Multi-objective optimal control problems: A new method based on the Pascoletti-Serafini scalarization method
Mixed-Integer Linear-Quadratic Optimal Control with Switching Costs
A Nonlinear Programming Reformulation of Chance Constraints
Manifold Sampling for Robust Calibration
Complexity of cubically regularized Newton method for minimizing uniformly convex functions
Implementing a smooth exact penalty function for constrained nonlinear optimization
The Conjugate Residual Method in Linesearch and Trust-Region Methods
Nonmonotone inexact restoration method for minimization with orthogonality constraints
Negative Momentum for Improved Game Dynamics
Revisiting Stochastic Extragradient Method.
New Optimization Perspectives on Generative Adversarial Networks
Feedback control of nonlinear PDEs using Koopman-Operator-based switched systems
Set-based Approaches for Mixed-Integer PDE Constrained Optimization
A continuous perspective on Mixed-Integer Optimal Control
About optimal crop irrigation planing under water scarcity
Optimal public and private investments in a model of sustainable development
Adaptive image processing: first order PDE constraint regularizers and a bilevel training scheme
Learning regularization operators using bilevel optimization
An inexact relaxed Gauss–Newton applied to electrical impedance tomography
Nonsmooth shape optimization and application to inverse problems
Variational source condition for the reconstruction of distributed fluxes
Shape optimization subject to H(curl)-elliptic variational inequalities in superconductivity
Optimal control of a coupled Cahn--Hilliard--Navier--Stokes system with variable fluid densities
A priori error estimates for optimal control of a phase-field fracture model
Controlling Sliding Droplets with Optimal Contact Angle Distributions
Robust Optimization with Decision-Dependent Information Discovery
Distributionally Robust Inverse Covariance Estimation: The Wasserstein Shrinkage Estimator;
A Primal-Dual Lifting Scheme for Two-Stage Robust Optimization
Robust location-transportation problems for integer low-demand items
Uncertainty Quantification for Mean-MAD Ambiguity
Adjustable robust treatment-length optimization in radiation therapy
Efficient Optimization Algorithms For Large-scale Data Analysis
Robust ordinal regression induced by $l_p$-centroid
New gradient method with adaptive stepsize update strategy
The Gap Between Model-Based and Model-Free Methods on the Linear Quadratic Regulator: An Asymptotic Viewpoint
Non-asymptotic Rate for Biased Stochastic Approximation Scheme