Robust Optimization

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6 papers in the last four weeks, up 100% on the four weeks before. 0.1% of all new papers.

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  1. Distributionally Robust Schrödinger Bridge

    Oct 1, 2026Jinhwan Sul, Panagiotis Theodoropoulos, Vincent Pacelli +2Schrödinger BridgesDistributionally-Robust Optimization

    Department of Aerospace Engineering Georgia Institute of Technology, Atlanta, GA, USA

  2. Robust Non-Clairvoyant Scheduling with Classification Models

    Oct 1, 2026Anthony Dugois, Vincent Fagnon, Giorgio LucarelliJob Shop SchedulingSchedulers

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

  3. Distributionally robust linear regression through the lens of adversarial training

    Sep 30, 2026Elis Stefansson, David Vävinggren, Antônio H. RibeiroDistributionally-Robust OptimizationRobust Optimization

    Uppsala University, Sweden · Science for Life Laboratory, Sweden

  4. Steepest Guidance: A Practical and Principled Approach to Inference-Time Alignment of Flow and Diffusion-based Models

    Sep 30, 2026Shokichi Takakura, Akifumi Wachi, Rei Higuchi +2Diffusion AlignmentDiffusion Models

    LY Corporation · The University of Tokyo · RIKEN AIP

  5. GeoNest: Learning to Select Failure-Aware Neighborhoods for the Irregular Knapsack Problem in a Circular Container

    Sep 30, 2026Zhongman Du, Huiming Zhang, Linlin Yang +2Knapsack ConstraintLarge Neighborhood Search

    Beihang University, Beijing, China · Communication University of China, Beijing, China · Hangzhou Innovation Institute of Beihang University, Hangzhou, China

  6. Solving Few-Shot Multiobjective Multitask Optimization via Iterative Sequential Transfer

    Sep 12, 2026Tingyang Wei, Haofeng Wu, Ananda Phan Iman +3Multi-Objective OptimizationRobust Optimization

    College of Computing and Data Science Nanyang Technological University Singapore · Department of AI Convergence Gwangju Inst. of Sci. & Tech. (GIST) South Korea · Centre for Frontier AI Research (CFAR) A*STAR Singapore

  7. A Unified Perspective on Conformal Prediction and Wasserstein Distributionally Robust Optimization for Uncertainty Quantification

    Aug 30, 2026Kehan Long, Yiqi Zhao, Pol Mestres +3Distributionally-Robust OptimizationUncertainty Quantification

    Contextual Robotics Institute, University of California San Diego, La Jolla, CA, USA · Thomas Lord Department of Computer Science, University of Southern California, Los Angeles, CA, USA · Department of Mechanical and Civil Engineering, California Institute of Technology, Pasadena, CA, USA +1

  8. Mycelial Search: A Graph-Structured Metaheuristic for Continuous Optimisation

    Aug 24, 2026Mohammad Mahdi DehshibiMetaheuristicsRobust Optimization

  9. Adversarial Resilience of Poisson-Process Submodular Maximization over Matroids: From Robust Offline Optimization to Full-Bandit Learning

    Aug 12, 2026Vaneet AggarwalSubmodular FunctionsRobust Optimization

    V. Aggarwal is with Purdue University, West Lafayette IN, USA

  10. Posture and Sustainment Optimization Under Adversarial Uncertainty

    Aug 5, 2026Amelie Norris, Alyssa Lee, Natan Vidra +1Robust OptimizationPenalties

  11. ORACLE: A Multi-Objective Reinforcement Learning-Based Analog Circuit Design Optimizer with Large Language Models-Guided Exploration

    Aug 5, 2026Osei Brempong, Mohammed Ayman Habib, Vivan Poddar +1Analog DesignMulti-Objective Reinforcement Learning

    University of Utah, Salt Lake City, UT, USA

  12. Impacts of Single-objective Landscapes on Multi-objective Optimization

    Aug 4, 2026Shoichiro Tanaka, Keiki Takadama, Hiroyuki SatoMulti-Objective OptimizationOptimization Landscape

    Graduate School of Information and Engineering Sciences The University of Electro-Communications 1-5-1 Chofugaoka, Chofu, Tokyo, 182-8585 JAPAN

  13. Accelerating Evolutionary Strategy via Rao-Blackwellizing Realization of Uncertain Input

    Aug 3, 2026So Nakashima, Tetsuya J. KobayashiRobust OptimizationInput Uncertainties

    Institute of Industrial Science The University of Tokyo · Institute of Industrial Science, The University of Tokyo · Universal Biology Institute, The University of Tokyo

  14. Generalization Bounds on Optimal Control for Transformer Training and Wasserstein Distributional Robustness

    Jul 30, 2026Kağan Akman, Naci Saldi, Serdar YükselDistributionally-Robust OptimizationGeneralization Bounds

    Department of Mathematics, Bilkent University, 06800, Ankara, Turkey · Department of Mathematics and Statistics, Queen’s University, Kingston, K7L 3N8, Ontario, Canada

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

    Jul 29, 2026Pavel Novoa-HernándezRobust OptimizationTime-Varying Systems

    Dept. Computer Engineering and Systems Universidad de La Laguna Spain

  16. Generative Distributionally Robust Optimization

    Jul 27, 2026Ziwei Zhang, Jonathan Yu-Meng Li, Zhihao JinDistributionally-Robust OptimizationRobust Optimization

    1Telfer School of Management, University of Ottawa · Department of Electrical and Computer Engineering, Western University

  17. A Multi-stage Constrained Optimization Framework for Data-driven Problems

    Jul 26, 2026Ye ShiConstrained OptimizationConditional Variational Autoencoder

    Elmore Family School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN 47907, USA

  18. Smart predict-then-robustly-optimize

    Jul 23, 2026Aakil Caunhye, Xuefei Lu, Belen Martin-BarraganRobust OptimizationPredictive Uncertainty

  19. Semantic-Aware Task Clustering for Constructive and Cooperative Multi-Tasking

    Jul 23, 2026Ahmad Halimi Razlighi, Maximilian H. V. Tillmann, Edgar Beck +2Semantic CommunicationsMulti--Task Learning

    Department of Communications Engineering, University of Bremen, Germany · Communication Systems Group, Paderborn University, 33098 Paderborn, Germany

  20. Robust Chance-Constrained Optimization using a Continuous Parameter Space Wasserstein-2 Ambiguity Set of Gaussian Mixtures

    Jul 19, 2026Shibshankar Dey, Sanjay MehrotraDistributionally-Robust OptimizationRobust Optimization

    Department of Industrial Engineering and Management Sciences, Northwestern University

  21. Explaining Process Control Optimisation Recommendations via GradientSHAP and Implicit Differentiation

    Jul 16, 2026Paul Darm, Cem Alpturk, Kenneth Ulrich +3Shapley Additive ExplanationsPrompt Optimization

    University of Strathclyde, Glasgow, United Kingdom · Weir, Malmö, Sweden · Weir, Glasgow, United Kingdom

  22. Decision Making Needs Uncertainty Quantification [Lecture Notes]

    Jul 15, 2026Osvaldo SimeoneDynamic Epistemic LogicUncertainty Quantification

    Institute for Intelligent Networked Systems, Northeastern University London, One Portsoken Street, London, E1 8PH, UK

  23. Maximally Robust Satisficing Bayesian Optimization

    Jul 15, 2026Samuli Kinnunen, Petrus Mikkola, Antti Niskanen +1Bayesian OptimizationRobust Optimization

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

  24. Learning Predictive Ambiguity Sets for Decision-Focused Distributionally Robust Optimization

    Jul 10, 2026Junjie GuoDistributionally-Robust OptimizationRobust Optimization

    Rutgers University

  25. Learning Adaptive Solvers for Distributed Factor Graph Optimization on Matrix Lie Groups

    Jul 9, 2026Jaeho Shin, Maani Ghaffari, Yulun TianRiemannian OptimizationDecentralized Optimization

    University of Michigan

  26. A Distributionally Robust Framework for Learned Reconstructions in Inverse Problems

    Jun 29, 2026Floor van Maarschalkerwaart, Subhadip Mukherjee, Christoph Brune +1Bayesian Inverse ProblemsInverse Problem

    University of Twente, Enschede, the Netherlands · IIT Kharagpur, Kharagpur, India

  27. Robust Strategic Classification under Decision-Dependent Cost Uncertainty

    Jun 29, 2026Sura Alhanouti, Güzin Bayraksan, Parinaz NaghizadehStrategic ReasoningSequential Decision Making

    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

  28. G-MASt3R-SfM: Graph-based View Pruning and Multi-stage Optimization for Robust SfM

    Jun 22, 2026Toshiki Watanabe, Shintaro Ito, Natsuki Takama +2Structure-From-MotionCamera

    Graduate School of Information Sciences, Tohoku University, Japan

  29. Generative Robust Optimisation

    Jun 21, 2026Yuhui Yin, Vassilis M. CharitopoulosRobust OptimizationGenerative Models

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

  30. Weight Adaptation for Improving Parallel Performance of Adaptive Stochastic Natural Gradient

    Jun 18, 2026Yutaro Yamada, Kento Uchida, Shinichi ShirakawaEvolutionary OptimizationStochastic Gradient Descent

    Yokohama National University, Kanagawa, Japan

  31. GRAPE: Guided Parameter-Space Evolution for Compact Adversarial Robustness

    Jun 12, 2026Zhiyuan Ye, Xiangyu Zhou, Ji Qi +2Adversarial TrainingParameter-Efficient Adaptation

    University of Science and Technology of China · China Mobile · 2China Mobile (Suzhou) Software Technology Co., Ltd.

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

    Jun 12, 2026Pedro Chumpitaz-Flores, My Duong, Juan S. Borrero +1Robust OptimizationEmpirical Risk Minimization

    University of South Florida, Tampa, FL, USA

  33. Bayesian Optimization of a Multi-Product Chemical Reactor Using Composite Models and Partial Physics Knowledge

    Jun 7, 2026Liqiu Dong, Marta Zagórowska, Mehmet MercangözChemical Process SystemsBayesian Optimization

    Department of Chemical Engineering, Imperial College London, London, UK · DCSC, Delft University of Technology, Delft, Netherlands

  34. The Whale That Outswam Evolution: Swarm Intelligence Maximises Memory in Connectome Reservoirs

    Jun 5, 2026Anmol Guragain, Savvas Kakalis, Juan Ignacio Godino-LlorenteReservoir ComputingConnectome

    ETSI de Telecomunicación, Universidad Politécnica de Madrid, Madrid, Spain

  35. Maximising the Set-Piece Return: Optimising Football Corner Tactics with Graph Reinforcement Learning

    Jun 4, 2026Sean Groom, Michael Groom, Francisco Belo +4Offline Reinforcement LearningRobust Optimization

    School of Computer Science, University of Birmingham, Birmingham, UK · Nottingham Forest Football Club, Nottingham, UK · Oxford Robotics Institute, University of Oxford, Oxford, UK +1

  36. A Robust Optimization Approach to Sparse Principal Component Analysis

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

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

  37. On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching

    Jun 1, 2026Mohammad Rashed, Duarte F. Valoroso Madeira, Babak Gholami +3Topology OptimizationRobust Optimization

    School of Computation, Information and Technology, Technical University of Munich, Germany · BMW AG, Munich, Germany · Munich Center for Machine Learning, Munich, Germany. +1

  38. Distributionally Robust Set Representation Learning Under Inference-Time Element Corruption

    May 28, 2026Yankai Chen, Hanrong Zhang, Bowei He +2Distributionally-Robust OptimizationRobust Optimization

    MBZUAI · McGill University · University of Illinois Chicago

  39. Simultaneous Contact Selection and Planning for Contact-Rich Manipulation with Cascaded Optimization

    May 27, 2026Zhe Zhang, Xingrong Diao, Haoxiang Liang +4Robotic ManipulatorContact-Rich Manipulation

    † denotes equal contribution. · Senior Member, IEEE

  40. VeriSimpl: Robust Optimization Modeling from Natural Language using Simplification-based Verification

    May 24, 2026Sumaya Abdul Rahman, Seckhen Ariel Andrade Cuellar, Ghani Raissov +1Optimization ModelingSimplification

    Texas A&M University at Qatar, Doha, Qatar · Carnegie Mellon University in Qatar, Doha, Qatar · Qatar Computing Research Institute, Doha, Qatar

  41. optimize_anything: A Universal API for Optimizing any Text Parameter

    May 19, 2026Lakshya A Agrawal, Donghyun Lee, Shangyin Tan +11Prompt OptimizationOptimization Modeling

    UC Berkeley USA · MIT USA

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

    May 14, 2026Tianjue Lin, Jianan Zhou, Jieyi Bi +4Robust OptimizationRanking

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

  43. Safe Bayesian Optimization for Uncertain Correlation Matrices in Linear Models of Co-Regionalization

    May 13, 2026Jannis Lübsen, Annika EichlerBayesian OptimizationGaussian Process

    Institute of Control Systems, Hamburg University of Technology, Hamburg, Germany · Institute of Control Systems, Hamburg University of Technology · Deutsches Elektronen-Synchrotron, Hamburg, Germany

  44. NeuroRisk: Physics-Informed Neural Optimization for Risk-Aware Traffic Engineering

    May 13, 2026Yingming Mao, Ximeng Liu, Jingyi Cheng +8Bringing Network CodingNeural Network Optimization

    Xi’an Jiaotong University · Shanghai Innovation Institute · Shanghai Jiao Tong University +2

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

    May 12, 2026Jinbiao Chen, Shuang Jin, Guoyun Zhang +3Robust OptimizationMemory-Augmented Framework

    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

  46. Learning Polyhedral Conformal Sets for Robust Optimization

    May 8, 2026Shuyi Chen, Wenbin Zhou, Shixiang ZhuRobust OptimizationConformal Inference

    Carnegie Mellon University

  47. Ensemble Distributionally Robust Bayesian Optimisation with Continuous Context

    May 8, 2026Tigran Ramazyan, Denis DerkachDistributionally-Robust OptimizationBayesian Optimization

    Faculty of Computer Science, HSE University, Pokrovsky Boulevard 11, Moscow, 109028, Moscow, Russia.

  48. Sampler-Robust Optimization under Generative Models

    Apr 30, 2026Ziwei Zhang, Jonathan Yu-Meng LiRobust OptimizationPortfolio Optimization

    Telfer School of Management University of Ottawa

  49. Categorical Optimization with Bayesian Anchored Latent Trust Regions for Structural Design under High-Dimensional Uncertainty

    Apr 28, 2026Zhangyong Liang, Jie Hou, Huanhuan Gao +1Optimal DesignRobust Optimization

    National Center for Applied Mathematics, Tianjin University, Weijin Road 92, 300072, Tianjin, China · School of Mechanical Engineering, Northwestern Polytechnical University, Youyixi Road 127, 710072, Xi’an, China · School of Mechanical and Aerospace Engineering, Jilin University, Renmin Street 5988, 130025, Changchun, China +1

  50. GLM-5 Serving Parameter Tuning for OpenClaw: Single-Deployment MaaS Inference Optimization for Long-Context Agent Workloads

    Apr 27, 2026Minjie Hua, Ning Wang, Peijun Yang +2Large Language Model ServingTime-To-First-Token

    China Unicom

  51. Lexicographic Minimum-Violation Motion Planning using Signal Temporal Logic

    Apr 22, 2026Patrick Halder, Lothar Kiltz, Hannes Homburger +2Signal Temporal LogicMotion Planning

    School of Computation, Information and Technology, Technical University of Munich, 85748 Garching, Germany · 2ZF Friedrichshafen AG, 88046 Friedrichshafen, Germany · Institute of System Dynamics, HTWG Konstanz, 78562 Konstanz, Germany

  52. Beyond Single-Model Optimization: Preserving Plasticity in Continual Reinforcement Learning

    Apr 16, 2026Lute Lillo, Nick CheneyReplay-Based Continual LearningOffline Reinforcement Learning

    Department of Computer Science University of Vermont USA

  53. A Geometry-Aware Efficient Algorithm for Compositional Entropic Risk Minimization

    Feb 2, 2026Xiyuan Wei, Linli Zhou, Bokun Wang +2Empirical Risk MinimizationBregman Divergences

    Texas A&M University · University of Texas, Austin · National Taiwan University +1

  54. Online Regime-aware Calibration for Black-box Social Simulators via Posterior-assisted Evolutionary Dynamic Optimization

    Jan 27, 2026Peng Yang, Zhenhua Yang, Boquan Jiang +3Black-Box OptimizationRobust Optimization

    Guangdong Provincial Key Laboratory of Brain-Inspired Intelligent Computation, Southern University of Science and Technology, Shenzhen 518055, China · Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen 518055, China · Department of Statistics and Data Science, Southern University of Science and Technology, Shenzhen 518055, China +2

  55. Contextual Distributionally Robust Optimization with Causal and Continuous Structure

    Jan 16, 2026Fenglin Zhang, Jie WangDistributionally-Robust OptimizationRobust 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

  56. Camera Splatting for Continuous View Optimization

    Sep 19, 2025Gahye Lee, Hyomin Kim, Gwangjin Ju +3Novel View SynthesisSurface Reconstruction

    POSTECH, South Korea

  57. 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

  58. 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 +1Stochastic Convex OptimizationDistributionally-Robust 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

  59. Distributionally Robust Optimization via Iterative Algorithms in Continuous Probability Spaces

    Dec 29, 2024Linglingzhi Zhu, Yunqin Zhu, Yao XieDistributionally-Robust OptimizationRobust Optimization

    1H. Milton Stewart School of Industrial and Systems Engineering Georgia Institute of Technology

  60. A Distributionally Robust Optimisation Approach to Fair Credit Scoring

    Feb 2, 2024Pablo Casas, Huan Yu, Christophe MuesDistributionally-Robust OptimizationCredit Risk Prediction

    Southampton Business School, University of Southampton, Southampton, SO16 7QF, United Kingdom