Distributionally-Robust Optimization

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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. 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

  3. Learning the Robustness Mechanism with Bilevel Optimization

    Sep 28, 2026Yiyang Shen, Qihang Lin, Weiran WangDistributionally-Robust OptimizationLearnability

    Department of Informatics University of Iowa · Tippie College of Business University of Iowa · Department of Computer Science University of Iowa

  4. Distributionally Robust Federated Learning with Multi-Source Data

    Sep 17, 2026Yingzhu Liu, Zhongkui Li, Pengcheng You +1Federated LearningDistributionally-Robust Optimization

    Department of Control Science and Systems Engineering, Peking University, Beijing, China. · Engineering and Technology Institute Groningen and the Jan C. Willems Center for Systems and Control, University of Groningen, The Netherlands.

  5. Generalization Analysis of Distributed Kernel-based Robust Gradient Descent Algorithms

    Sep 10, 2026Jun-Yi Meng, Zheng-Chu Guo, Yuan MaoDistributionally-Robust OptimizationStochastic Gradient Descent

    School of Mathematical Sciences, Zhejiang University, Hangzhou 310058, P. R. China · College of Informatics, Huazhong Agricultural University, Wuhan 430070, P. R. China

  6. Certified Safety Radii in Forecast-Error Space for Wasserstein Distributionally Robust Small Signal Stability-Constrained AC Optimal Power Flow via Lifted Spectrahedral Containment

    Aug 31, 2026Ziqi Zhang, Xi ChenOptimal Power FlowDistributionally-Robust Optimization

    College of Automation Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing 211100, China

  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. Statistical Properties of Robust Learning under Distributional Shifts

    Aug 13, 2026Zhiyi Li, Xiaojie Mao, Yunbei Xu +1Distributionally-Robust OptimizationDistribution Shifts

    National University of Singapore · Tsinghua University · University College London

  9. ARC: Augmented-Rank Conformalization for Changepoint Localization --- Finite-Sample Validity and Distribution-Robust Efficiency

    Aug 9, 2026Chenchen Peng, Mixia Wu, Qijing Yan +2Change-Point DetectionConformal Selection

    School of Mathematics, Statistics and Mechanics, Beijing University of Technology, Beijing 100124, China · College of Computing and Data Science, Nanyang Technological University, Singapore 639798, Singapore

  10. The Sample Complexity of Distributionally Robust PAC Learning under Cressie--Read Divergences

    Aug 5, 2026Elad Aigner-Horev, Daniel Rosenberg, Roi WeissDistributionally-Robust OptimizationOptimal Sample Complexity

    School of Computer Science and AI Ariel University 40800 Ariel, Israel

  11. 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

  12. Robust Estimation of Sparse Numerical Vectors under Local Differential Privacy

    Jul 30, 2026Puning Zhao, Zhikun Zhang, Shaowei Wang +5Distributionally-Robust OptimizationPoisoning

    Shenzhen Campus of Sun Yat-sen University · Zhejiang University · Guangzhou University +2

  13. 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

  14. 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

  15. Approximate Relative Entropy Constraints for Nonlinear Covariance Steering Under Distribution Ambiguity

    Jul 18, 2026Trevor N. Wolf, Jay W. McMahonIntent-Aligned Autonomous Spacecraft GuidanceCovariance

    *Postdoctoral Associate, Department of Aerospace Engineering Sciences, University of Colorado Boulder, AAS Member. · †Associate Professor, University of Colorado Boulder, Department of Aerospace Engineering Sciences, and AAS Fellow.

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

    Jul 10, 2026Junjie GuoDistributionally-Robust OptimizationRobust Optimization

    Rutgers University

  17. PeTeR: Post-Training Robustification of Probabilistic Circuits

    Jul 8, 2026Adrian Ciotinga, Yeming Dai, YooJung ChoiDistributionally-Robust OptimizationProbabilistic Model

    School of Computing and Augmented Intelligence, Arizona State University

  18. Beyond the Performance Illusion: Structure-Aware Stratified Partitioning and Curriculum Distributionally Robust Optimization for Spatially Correlated Domains

    Jul 2, 2026Prathamesh Patil, Arpit Jain, Aswanth KrishnanPartitioningBalanced Learning

    1QpiAI India Pvt. Ltd.

  19. Distributionally Robust Linear Regression With Block Lewis Weights

    Jun 30, 2026Naren Sarayu Manoj, Kumar Kshitij PatelDistributionally-Robust OptimizationLeast Squares

    TTIC · Institute for Foundations of Data Science, Yale University

  20. Distribution-Agnostic Robust Trajectory Optimization via Chance-Constrained Reinforcement Learning

    Jun 11, 2026Yashdeep Chaudhary, Roberto Armellin, Harry Holt +1Intent-Aligned Autonomous Spacecraft GuidanceRobust Trajectory

    Faculty of Engineering, Waipapa Taumata Rau – University of Auckland, 20 Symonds Street, Auckland, 1010, New Zealand · Advanced Concepts Team, European Space Research and Technology Centre, ESA, Noordwijk, 2201 AZ, The Netherlands · Department of Industrial Engineering, Alma Mater Studiorum - Università di Bologna, Via Zamboni 33, Bologna, 40126, Italy

  21. Computationally tractable robust differentially private mean estimation

    Jun 10, 2026Kelly RamsayΔ)$-Differential PrivacyDistributionally-Robust Optimization

    Department of Mathematics and Statistics York University Toronto, ON, Canada

  22. Conditional Random Ordered Transport Spaces

    Jun 6, 2026Lei Luo, Jian YangDistributionally-Robust OptimizationWasserstein Distance

    PCA Lab, Key Lab of Intelligent Perception and Systems for High-Dimensional Information of Ministry of Education School of Computer Science and Engineering Nanjing University of Science and Technology Nanjing, China · PCA Lab, Key Lab of Intelligent Perception and Systems for High-Dimensional Information of Ministry of Education2026 School of Computer Science and Engineering Nanjing University of Science and Technology Nanjing, ChinaJun

  23. Improved Distribution Estimation in ℓ∞\ell_\infty

    May 28, 2026Doron Cohen, Aryeh Kontorovich, Yonatan LivshitzConcentration BoundsDistributionally-Robust Optimization

    Department of Computer Science, Ben-Gurion University of the Negev, Beer-Sheva, Israel

  24. 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

  25. Conservative neural posterior estimation via distributionally robust training

    May 27, 2026William Laplante, Yuga Hikida, Charita Dellaporta +2Distributionally-Robust OptimizationOverconfidence

    Department of Statistical Science, University College London, UK · The Alan Turing Institute, UK · Department of Computer Science, Aalto University, Finland

  26. Multi-Dimensional Matching in Market Design

    May 19, 2026Irene AldridgeDistribution MatchingMatching Markets

    Irene Aldridge

  27. Byzantine-Robust Distributed Sparse Learning Revisited

    May 13, 2026Yuxuan Wang, Lixin Zhang, Kangqiang LiByzantine AttacksDistributionally-Robust Optimization

    School of Mathematical Sciences, Zhejiang University, Hangzhou, 310027, Zhejiang, China · School of Statistics and Mathematics, Zhejiang Gongshang University, Hangzhou, 310018, Zhejiang, China · Information Center, Hubei Provincial Tobacco Monopoly Administration, Wuhan, 430030, Hubei, China

  28. 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.

  29. Distributionally-Robust Learning to Optimize

    May 7, 2026Vinit Ranjan, Jisun Park, Bartolomeo StellatoDistributionally-Robust OptimizationConvex 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.

  30. Distributionally Robust Multi-Objective Optimization

    May 7, 2026Yufeng Yang, Fangning Zhuo, Ziyi Chen +2Distributionally-Robust OptimizationMulti-Objective Optimization

    Department of Computer Science Texas A&M University College Station, TX 77843, USA · Department of Computer Science University of Maryland College Park, MD 20742, USA

  31. Reliable Modeling of Distribution Shifts via Displacement-Reshaped Optimal Transport

    May 6, 2026Philip Naumann, Jacob Kauffmann, Klaus-Robert Müller +1Distribution ShiftsTransport

    BIFOLD – Berlin Institute for the Foundations of Learning and Data, 10587 Berlin, Germany · Machine Learning Group, Technische Universität Berlin, 10587 Berlin, Germany · Department of Artificial Intelligence, Korea University, Anam-dong, Seongbuk-gu, Seoul 02841, Korea +2

  32. Wasserstein Distributionally Robust Regret Optimization for Reinforcement Learning from Human Feedback

    Apr 30, 2026Yikai Wang, Shang Liu, Jose BlanchetReinforcement Learning From Human FeedbackDistributionally-Robust Optimization

    Department of Statistics and Operations Research, University of North Carolina · Imperial Business School, Imperial College London · Department of Management Science and Engineering, Stanford University

  33. Robust Out-of-Distribution Stochastic Optimization

    Apr 22, 2026Xianyu Li, Huan Xu, Xiaolin Huang +1Distributionally-Robust OptimizationOut-Of-Distribution

    Department of Automation, Tsinghua University · Antai College of Economics & Management, Shanghai Jiao Tong University · Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University

  34. Wasserstein Distributionally Robust Risk-Sensitive Estimation via Conditional Value-at-Risk

    Apr 20, 2026Feras Al Taha, Eilyan BitarDistributionally-Robust OptimizationConditional-Value-At-Risk

    School of Electrical and Computer Engineering, Cornell University, Ithaca, NY 14853 USA

  35. 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

  36. BalDRO: A Distributionally Robust Optimization based Framework for Large Language Model Unlearning

    Jan 14, 2026Pengyang Shao, Naixin Zhai, Lei Chen +4Large Language Model UnlearningUnlearnable Examples

    National University of Singapore Singapore · University of Science and Technology of China Hefei, China · Hefei University of Technology Hefei, China

  37. Multi-Distribution Robust Conformal Prediction

    Jan 6, 2026Yuqi Yang, Ying JinOnline Conformal PredictionNonconformity Scores

    Mathematics Department, The Hong Kong University of Science and Technology, Hong Kong, China · Department of Statistics and Data Science, University of Pennsylvania, Philadelphia, PA, USA.

  38. Beyond Uncertainty Sets: Leveraging Optimal Transport to Extend Conformal Predictive Distributions to Multivariate Settings

    Nov 19, 2025Eugene NdiayeOnline Conformal PredictionDistributionally-Robust Optimization

    Apple

  39. Tight Stability Bounds for Robust Distributed Learning: Byzantine Failures Hurt Generalization More than Data Poisoning

    Jun 22, 2025Thomas Boudou, Batiste Le Bars, Nirupam Gupta +1Byzantine AttacksLearnability

    PreMeDICaL team, Inria, Idesp, Inserm, Université de Montpellier, Montpellier, France · Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189, CRIStAL, F-59000 Lille, France · Department of Computer Science, University of Copenhagen, Copenhagen, Danemark

  40. 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

  41. 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

  42. 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

  43. 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