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SIAM Journal on Optimization, Volume 36
Volume 36, Number 1, 2026
- Zhaosong Lu, Sanyou Mei, Yifeng Xiao:

Variance-Reduced First-Order Methods for Deterministically Constrained Stochastic Nonconvex Optimization with Strong Convergence Guarantees. 1-31 - Aleksandar Armacki

, Shuhua Yu
, Dragana Bajovic, Dusan Jakovetic, Soummya Kar
:
Large Deviation Upper Bounds and Improved MSE Rates of Nonlinear SGD: Heavy-Tailed Noise and Power of Symmetry. 32-59 - Anderson Ye Zhang:

Tightness of SDP and Burer-Monteiro Factorization for Phase Synchronization in a High-Noise Regime. 60-89 - Tianyun Tang, Kim-Chuan Toh:

Exploring Chordal Sparsity in Semidefinite Programming with Sparse plus Low-Rank Data Matrices. 90-119 - Mengmeng Li, Daniel Kuhn, Tobias Sutter

:
Policy Gradient Algorithms for Robust MDP\(\text{s}\) with Nonrectangular Uncertainty Sets. 120-151 - Jelena Diakonikolas

, Cristóbal Guzmán:
Optimization on a Finer Scale: Bounded Local Subgradient Variation Perspective. 152-184 - Marianna Eisenberg-Nagy, Tibor Illés, Yurii Nesterov, Petra Renáta Rigó:

New Interior-Point Algorithm for Linear Optimization Based on a Universal Tangent Direction. 185-203 - Alexander Taveira Blomenhofer, Monique Laurent

:
Moment-Sos and Spectral Hierarchies for Polynomial Optimization on the Sphere and Quantum de Finetti Theorems. 204-232 - Tomás González, Cristóbal Guzmán

, Courtney Paquette
:
Mirror Descent Algorithms with Nearly Dimension-Independent Rates for Differentially-Private Stochastic Saddle-Point Problems. 233-262 - Richard Heusdens, Guoqiang Zhang:

Distributed Nonlinear Conic Optimization with Partially Separable Structure. 263-289 - Yassine Nabou

, Ion Necoara:
Moving Higher-Order Taylor Approximations Method for Smooth Constrained Minimization Problems. 290-319 - Simon Ruetz, Karin Schnass:

Convergence Regions of Alternating Minimization Algorithms for Dictionary Learning. 320-349 - Xiaoning Bai, Shangzhi Zeng, Jin Zhang, Lezhi Zhang

:
Alternating Gradient-Type Algorithm for Bilevel Optimization with Inexact Lower-Level Solutions via Moreau Envelope-Based Reformulation. 350-380 - Huu-Quang Nguyen, Ting-Tsen Lin, Ruey-Lin Sheu, Yong Xia:

A QP1QC Approach for Deciding Whether or Not Two Quadratic Surfaces Intersect. 381-408 - César Gutiérrez

, E. Hernández:
Efficient Solutions in Uncertain Multiobjective Optimization with Countably Many Scenarios. 409-433 - Dhruv Kohli, Gal Mishne

, Alexander Cloninger:
Non-degenerate Rigid Alignment in a Patch Framework. 434-465 - Roberto Andreani

, Kelvin R. Couto, Orizon P. Ferreira
, Gabriel Haeser
, Leandro da Fonseca Prudente
:
Global Convergence of an Augmented Lagrangian Method for Nonlinear Programming via Riemannian Optimization. 466-501
Volume 36, Number 2, 2026
- Jared Miller, Jie Wang

, Feng Guo
:
Sparse Polynomial Matrix Optimization. 503-533 - Youssef Diouane

, Mohamed Laghdaf Habiboullah
, Dominique Orban:
A Proximal Modified Quasi-Newton Method for Nonsmooth Regularized Optimization. 534-563 - Luke Marrinan, Uday V. Shanbhag

, Farzad Yousefian
:
Zeroth-Order Gradient and Quasi-Newton Methods for Nonsmooth Nonconvex Stochastic Optimization. 564-596 - Matteo Lapucci

, Pierluigi Mansueto, Davide Pucci:
Effective Front-Descent Algorithms with Convergence Guarantees. 597-625 - Youssef Diouane

, Maxence Gollier
, Dominique Orban
:
Nonsmooth Exact Penalty Methods for Equality-Constrained Optimization: Complexity and Implementation. 626-650 - Harbir Antil

, Sean P. Carney
, Hugo Díaz, Johannes O. Royset:
Rockafellian Relaxation for PDE-Constrained Optimization with Distributional Ambiguity. 651-677 - Marc Dambrine, Caroline Geiersbach

, Helmut Harbrecht:
Two-Norm Discrepancy and Convergence of the Stochastic Gradient Method with Application to Shape Optimization. 678-702 - Shuhua Yu

, Dusan Jakovetic, Soummya Kar
:
Smoothed Gradient Clipping and Error Feedback for Decentralized Optimization under Symmetric Heavy-Tailed Noise. 703-728 - Hoang Anh Tran, Binh Tuan Nguyen, Yong Sheng Soh

:
Sum-of-Squares Hierarchy for the Gromov-Wasserstein Problem. 729-759 - Hoang Anh Tran, Kim-Chuan Toh:

Convergence Rates of Sum-of-Squares Hierarchies for Polynomial Semidefinite Programs. 760-790 - Qiang Du

, Kaizheng Wang, Edith Zhang, Chenyang Zhong
:
A Particle Algorithm for Mean-Field Variational Inference. 791-810 - Xiaoyin Hu

, Kim-Chuan Toh, Shiwei Wang
, Nachuan Xiao
:
A Minimization Approach for Minimax Optimization with Coupled Constraints. 811-840 - Paul Manns:

Convergence of Trust-Region Algorithms in Metric Spaces. 841-865 - Javier Peña

, Juan C. Vera, Luis F. Zuluaga:
Duality of Hoffman Constants. 866-886 - Zsolt Darvay, Marianna E.-Nagy

, Goran Lesaja, Petra Renáta Rigó
, Anita Varga
:
Comprehensive Analysis of Kernel-Based Interior-Point Methods for the \({P}_{{*}}{(\kappa )}\)-LCP. 887-911 - Stephan Eckstein

, Aziz Lakhal
:
Exponential Convergence of General Iterative Proportional Fitting Procedures. 912-937 - Luwei Bai, Yaohua Hu

, Hao Wang
, Xiaoqi Yang
:
Avoiding Strict Saddle Points of Nonconvex Regularized Problems. 938-967
Volume 36, Number 3, 2026
- Yuchen Lou

, Xinyi Luo, Andreas Wächter
, Ermin Wei
:
A Decomposition Framework for Nonlinear Nonconvex Two-Stage Optimization. 1211-1238 - Mohammad Ali Ahmadpoor, Abbas Moameni:

Stratified Monge-Kantorovich Optimal Transport Problems. 1239-1268 - Lijun Ding, Alex L. Wang

:
Sharpness and Conditioning of Nonsmooth Convex Formulations in Statistical Signal Recovery. 1269-1296 - Felipe Atenas

, Heinz H. Bauschke
, Minh N. Dao
, Matthew K. Tam
:
Relocated Fixed-Point Iterations with Applications to Variable Stepsize Resolvent Splitting. 1297-1325 - Wenjin Zhang, Yong Li:

Uniform Exponential Convergence of SAA with AMIS and Asymptotics of Its Optimal Value. 1326-1355 - Shima Dezfulian, Andreas Wächter

:
On the Convergence of Interior-Point Methods for Bound-Constrained Nonlinear Optimization Problems with Noise. 1356-1386 - Jiawang Nie, Jane J. Ye, Suhan Zhong

:
Partial Lagrange Multiplier Expressions and Disjunctive Decompositions for Bilevel Optimization. 1387-1419 - Radu Ioan Bot

, Enis Chenchene
:
Extragradient Method with Flexible Anchoring: Strong Convergence and Fast Residual Decay. 1420-1445 - Meixia Lin, Yangjing Zhang:

Low Rank Convex Clustering for Matrix-Valued Observations. 1446-1475 - Roey Merchav, Shoham Sabach, Marc Teboulle:

Dynamic FISTA for Convex Composite Bilevel Optimization. 1476-1508 - Daniel Berg Thomsen, Nikita Doikov:

Complexity of Minimizing Regularized Convex Quadratic Functions. 1509-1536 - Pengfei Huang, Minru Bai:

An Ideal-Sparse Generalized Moment Problem Reformulation for Completely Positive Tensor Decomposition Exploiting Maximal Cliques of Multi-hypergraphs. 1537-1562 - Elvira Moreno, Venkat Chandrasekaran:

Spectral Methods for Polynomial Optimization. 1563-1588 - Jiyoung Choi, Jiawang Nie, Xindong Tang, Suhan Zhong:

Generalized Nash Equilibrium Problems with Quasi-linear Constraints. 1589-1618 - Yue Wu, Benjamin Grimmer:

Some Unified Theory for Variance Reduced Prox-Linear Methods. 1619-1646 - Marek Tyburec, Michal Kocvara, Marouan Handa, Jan Zeman:

Global Weight Optimization of Frame Structures under Free-Vibration Eigenvalue Constraints. 1647-1677 - Helmut Gfrerer, Jirí V. Outrata:

On the Role of Semismoothness in Nonsmooth Numerical Analysis: Theory. 1678-1705 - Welington de Oliveira, Valentina Sessa, David Sossa:

Measuring Dissimilarity between Convex Cones by Means of Max-Min Angles. 1706-1730 - Caleb Ju, Guanghui Lan:

Policy Optimization over General State and Action Spaces. 1731-1772 - Junwen Qiu, Li Jiang, Andre Milzarek:

A Normal Map-Based Proximal Stochastic Gradient Method: Convergence and Identification Properties. 1773-1804

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