Robust Optimization

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1 paper in the last four weeks, down 75% on the four weeks before. 0.0% of all new papers.

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  1. Robust Non-Clairvoyant Scheduling with Classification Models

    Oct 1, 2026Anthony Dugois, Vincent Fagnon, Giorgio LucarelliRobust OptimizationLearning-Augmented Algorithms

    Univ. Marie et Louis Pasteur, CNRS, institut FEMTO-ST, F-25000 Besançon, France · Université de Lorraine, LCOMS, Metz, France

  2. Mitigating Over-Optimization in PRM-Guided Search in Mathematical Reasoning by Optimizing the Guide

    Aug 30, 2026Taejong Joo, Diego KlabjanInference-Time SearchProcess Reward Models

    Department of Industrial Engineering & Management Sciences Northwestern University

  3. Cone Rayleigh Levels: Finite Perturbations and Certified Control

    Aug 27, 2026Yavdat Sh. Il'yasov, Nur F. ValeevRobust OptimizationSpectral Methods

    Institute of Mathematics with Computing Centre, Ufa Federal Research Centre of the Russian Academy of Sciences, 112 Chernyshevsky St., Ufa 450008, Russia.

  4. Statistical Properties of Robust Learning under Distributional Shifts

    Aug 13, 2026Zhiyi Li, Xiaojie Mao, Yunbei Xu +1Distribution Shift RobustnessDistributionally Robust Optimization

    National University of Singapore · Tsinghua University · University College London

  5. A Graph Neural Network--Guided Genetic Algorithm for Physical Internet Supply Chain Optimization under Cost Uncertainty

    Aug 10, 2026Faezeh Ardali, Gerald M. KnappGraph Neural NetworksEvolutionary Optimization

    Department of Mechanical and Industrial Engineering Louisiana State University, Baton Rouge, LA, USA

  6. Posture and Sustainment Optimization Under Adversarial Uncertainty

    Aug 5, 2026Amelie Norris, Alyssa Lee, Natan Vidra +1Robust OptimizationDecision-Making under Uncertainty

  7. First-order Constrained Trilevel Optimization Over Distributed Networks for Robust Coreset Selection

    Jul 30, 2026Yang Jiao, Kaixuan Jiao, Kai Yang +4Distributed OptimizationRobust Optimization

    Richard · Southeast University · Anhui University +3

  8. Expected Survival-Time Bounds for Robust Optimization Over Time under Isotropic Gaussian Dynamics

    Jul 29, 2026Pavel Novoa-HernándezRobust Optimization

    Dept. Computer Engineering and Systems Universidad de La Laguna Spain

  9. Smart predict-then-robustly-optimize

    Jul 23, 2026Aakil Caunhye, Xuefei Lu, Belen Martin-BarraganDistribution Shift RobustnessPredict-Then-Optimize

  10. Maximally Robust Satisficing Bayesian Optimization

    Jul 15, 2026Samuli Kinnunen, Petrus Mikkola, Antti Niskanen +1Bayesian OptimizationBlack-Box Optimization

    Department of Computer Science, University of Helsinki, Finland · ASM International N.V.

  11. Robust Design of Integrated Sensing and Communication in LEO Satellite Systems

    Jul 14, 2026Hezhen Yang, Xiaoming Chen, Qi WangIntegrated Sensing and CommunicationRobust Optimization

    College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou 310027, China

  12. SLAM: Structured and Localized Analytic Manifold Adaptation for Lifelong VPR

    Jul 6, 2026Kenta Tsukahara, Kanji Tanaka, Rai HisadaVisual Place RecognitionContinual Learning

    Department of Mechanical Engineering, Faculty of Engineering, University of Fukui, Fukui 910-8507, Japan

  13. Distributionally Robust Listwise Preference Optimization

    Jul 2, 2026Xudong Wu, Jian Qian, Pangpang Liu +2LLM AlignmentDistributionally Robust Optimization

    The University of Hong Kong · Hong Kong SAR · Yale University +3

  14. RAISE: LLM-based Automated Heuristic Design with Robust Adversary Instance Search

    Jun 30, 2026Fei Liu, Alessio Figalli, Patrick Owen +1Distribution Shift RobustnessAutomated Algorithm Discovery

    University of Zurich · 2ETH Zurich

  15. Robust Strategic Classification under Decision-Dependent Cost Uncertainty

    Jun 29, 2026Sura Alhanouti, Güzin Bayraksan, Parinaz NaghizadehStrategic ClassificationRobust Optimization

    Department of Integrated Systems Engineering, The Ohio State University, Ohio, USA · Department of Industrial Engineering, Jordan University of Science and Technology, Irbid, Jordan · Department of Electrical and Computer Engineering, University of California, San Diego, USA

  16. YUKTI: From Natural-Language Situations to Robust, Verifiable Decisions An Uncertainty-Typed Proposition IR, Assumption-Robust Pareto Frontiers, and a Regret Certificate

    Jun 22, 2026Suyash MishraLarge Language Model-Guided OptimizationRobust Optimization

    AI Researcher

  17. Generative Robust Optimisation

    Jun 21, 2026Yuhui Yin, Vassilis M. CharitopoulosRobust OptimizationMixed-Integer QP

    Department of Chemical Engineering, Sargent Centre for Process Systems Engineering, UCL (University College London), Torrington Place, London WC1E 7JE, UK

  18. Which Directions Matter? Sparse Design for Affine Robust Optimization

    Jun 12, 2026Pedro Chumpitaz-Flores, My Duong, Juan S. Borrero +1Robust OptimizationDecision-Making under Uncertainty

    University of South Florida, Tampa, FL, USA

  19. A Robust Optimization Approach to Sparse Principal Component Analysis

    Jun 2, 2026David Vävinggren, Francis Bach, André M. H. Teixeira +2Principal Component AnalysisRobust Optimization

    Uppsala University, Sweden · PSL Research University / INRIA, France · Science for Life Laboratory, Sweden

  20. Unification and Optimization of Robust Supervised Learning

    May 27, 2026Jonas Hanselle, Valentin Margraf, Clemens Damke +1Distribution Shift RobustnessRobust Optimization

    LMU Munich, MCML · LMU Munich, MCML, DFKI

  21. Secure Coordination for Vertiport Sequencing in Advanced Air Mobility

    May 20, 2026Jaehan Im, Filippos Fotiadis, Ufuk Topcu +1Multi-Agent CoordinationFalse Data Injection Attacks

    Graduate Research Assistant, Department of Aerospace Engineering and Engineering Mechanics · Postdoctoral Researcher, Oden Institute for Computational Engineering & Sciences · Professor, Oden Institute for Computational Engineering & Sciences +1

  22. Learning Scenario Reduction for Two-Stage Robust Optimization with Discrete Uncertainty

    May 14, 2026Tianjue Lin, Jianan Zhou, Jieyi Bi +4Neural Surrogate ModelingRobust Optimization

    Nanyang Technological University · Eindhoven University of Technology · Shandong University +1

  23. Automated Reformulation of Robust Optimization via Memory-Augmented Large Language Models

    May 12, 2026Jinbiao Chen, Shuang Jin, Guoyun Zhang +3Memory-Augmented Language ModelsLarge Language Model-Guided Optimization

    Department of Industrial Systems Engineering and Management, National University of Singapore · Department of Data and Systems Engineering, The University of Hong Kong · Institute of Operations Research and Analytics, National University of Singapore +1

  24. Outlier-Robust Diffusion Solvers for Inverse Problems

    May 10, 2026Yang Zheng, Jiahua Liu, Tongyao Pang +2Diffusion Models for Image RestorationRobust Optimization

    School of Computer Science and Engineering, University of Electronic Science and Technology of China · Yau Mathematical Sciences Center, Tsinghua University

  25. Learning Polyhedral Conformal Sets for Robust Optimization

    May 8, 2026Shuyi Chen, Wenbin Zhou, Shixiang ZhuConformal PredictionRobust Optimization

    Carnegie Mellon University

  26. Distributionally-Robust Learning to Optimize

    May 7, 2026Vinit Ranjan, Jisun Park, Bartolomeo StellatoLearning to OptimizeDistributionally Robust Optimization

    Department of Operations Research and Financial Engineering, Princeton University. · Department of Operations Research and Financial Engineering, Princeton University, and Research Institute of Mathematics, Seoul National University. · Research Institute of Mathematics, Seoul National University.

  27. From Dual Tracking to Clipping: Provably Faster Distributionally Robust Multi-Objective Optimization

    May 7, 2026Yufeng Yang, Fangning Zhuo, Ziyi Chen +2Gradient ClippingGradient Descent

    Texas A&M University · A*STAR · University of Maryland

  28. Sampler-Robust Optimization under Generative Models

    Apr 30, 2026Ziwei Zhang, Jonathan Yu-Meng LiDistribution Shift RobustnessDistributionally Robust Optimization

    Telfer School of Management University of Ottawa

  29. Contextual Distributionally Robust Optimization with Causal and Continuous Structure

    Jan 16, 2026Fenglin Zhang, Jie WangStochastic OptimizationDistributionally Robust Optimization

    School of Artificial Intelligence The Chinese University of Hong Kong, Shenzhen Shenzhen, 518172, China · School of Artificial Intelligence, School of Data Science The Chinese University of Hong Kong, Shenzhen Shenzhen, 518172, China

  30. Wasserstein Distributionally Robust Regret Optimization

    Apr 15, 2025Lukas-Benedikt Fiechtner, Jose BlanchetDistributionally Robust OptimizationRobust Optimization

    Institute of Computational and Mathematical Engineering Stanford University · Institute of Computational and Mathematical Engineering Department of Management Science and Engineering Stanford University

  31. Bayesian Optimization for General Reaction Conditions

    Feb 26, 2025Stefan P. Schmid, Ella Miray Rajaonson, Cher Tian Ser +6Bayesian OptimizationRobust Optimization

    Institute of Chemical and Bioengineering, Department of Chemistry and Applied Biosciences, ETH Zurich, Zurich CH-8093, Switzerland · NCCR Catalysis, Switzerland · Department of Chemistry, University of Toronto, Toronto, Canada +13

  32. A stochastic smoothing framework for nonconvex-nonconcave minEmax problems with applications to Wasserstein distributionally robust optimization

    Feb 24, 2025Wei Liu, Muhammad Khan, Gabriel Mancino-Ball +1Randomized SmoothingNonconvex Stochastic Optimization

    Department of Applied Mathematics, Hong Kong Polytechnic University, Hong Kong, China · Institute for Math & AI, Wuhan (IMAI), Wuhan university, China · Department of Mathematical Sciences Rensselaer Polytechnic Institute, Troy, NY, USA

  33. Accelerated Stochastic Min-Max Optimization Based on Bias-corrected Momentum

    Jun 18, 2024Haoyuan Cai, Sulaiman A. Alghunaim, Ali H. SayedMomentum MethodsNonconvex Stochastic Optimization

    Ecole Polytechnique Fédérale de Lausanne, Switzerland · Kuwait University, Kuwait

  34. Optimization-Based Robust Permissive Synthesis for Interval MDPs

    Date pendingKhang Vo Huynh, David Parker, Lu FengRobust Markov Decision ProcessesMarkov Decision Processes

    Department of Computer Science, University of Virginia, Charlottesville, VA, USA · Department of Computer Science, University of Oxford, Oxford, UK