Group Distributionally Robust Optimization

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12 papers3 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

  1. Group Distributionally Robust Optimization over Decentralized Networks

    Oct 21, 2026Haomin Bai, Junyan Sun, Quan Cheng +2Group Distributionally Robust OptimizationDistributionally Robust Optimization

    State Key Laboratory of Novel Software Technology, Nanjing University · School of Artificial Intelligence, Nanjing University · School of Software Technology, Zhejiang University

  2. TPO: Tri-level Distributionally Robust Learning for OOD Direct Preference Optimization

    Oct 20, 2026Chengtao Jian, Kai YangLLM AlignmentDirect Preference Optimization

    School of Computer Science and Technology, Tongji University, Shanghai, China · Shenzhen Loop Area Institute, Shenzhen, China · Shanghai Research Institute for Intelligent Autonomous Systems, Shanghai, China

  3. Dynamic Minimax Regret Optimization for Robust LLM Post-Training

    Oct 5, 2026Chengbo Zang, Haoyu Dong, Mehmet Kerem Turkcan +3Group Distributionally Robust OptimizationDynamic Regret Minimization

    Department of Electrical Engineering, Columbia University · Department of Computer Science & Engineering, University of California, Santa Cruz · Department of Civil Engineering, Columbia University

  4. Learning the Robustness Mechanism with Bilevel Optimization

    Sep 28, 2026Yiyang Shen, Qihang Lin, Weiran WangDistribution Shift RobustnessGroup Distributionally Robust Optimization

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

  5. Equitable System-Prompt Selection via Constrained Mixed-Strategy GroupDRO

    Aug 5, 2026Mengyu Xu, Qiaoxin Yang, Zhihan Liu +4Group Distributionally Robust OptimizationLLM Prompting

    1The University of Chicago · 2SynAI Technologies, Inc. · 3Northwestern University +2

  6. Breaking Spurious Correlations via Generative Randomization and Cross-Variant Self-Supervised Learning

    Jul 7, 2026Suraj Yadav, Anjaneya Sharma, Siddharth YadavContrastive LearningGroup Distributionally Robust Optimization

    Indraprastha Institute of Information Technology Delhi

  7. Distributionally Robust Linear Regression With Block Lewis Weights

    Jun 30, 2026Naren Sarayu Manoj, Kumar Kshitij PatelRobust RegressionGroup Distributionally Robust Optimization

    TTIC · Institute for Foundations of Data Science, Yale University

  8. Fair and Calibrated Toxicity Detection with Robust Training and Abstention

    May 13, 2026Mokshit SuranaProbability CalibrationGroup Distributionally Robust Optimization

    University of Illinois Chicago

  9. Robust Fair Disease Diagnosis in CT Images

    Apr 8, 2026Justin Li, Daniel Ding, Asmita Yuki Pritha +3Group Distributionally Robust OptimizationFairness in Medical Image Classification

    Carmel High School, Carmel, Indiana, USA · Capstone School Dhaka, Bangladesh · Clarkstown High School South, West Nyack, New York, USA +2

  10. Reproducibility study on how to find Spurious Correlations, Shortcut Learning, Clever Hans or Group-Distributional non-robustness and how to fix them

    Apr 6, 2026Ole Delzer, Sidney BenderGroup Distributionally Robust OptimizationSpurious Correlation Robustness

    Machine Learning Group Technische Universität Berlin

  11. Towards Fair and Robust Volumetric CT Classification via KL-Regularised Group Distributionally Robust Optimisation

    Mar 16, 2026Samuel Johnny, Blessed Guda, Goodness Obasi +2Group Distributionally Robust OptimizationMedical Image Classification

    Carnegie Mellon University Africa, Kigali, Rwanda · Carnegie Mellon University, Pittsburgh, USA

  12. Group Distributionally Robust Optimization with Flexible Sample Queries

    May 21, 2025Haomin Bai, Dingzhi Yu, Shuai Li +2Group Distributionally Robust OptimizationAdaptive Sampling

    National Key Laboratory for Novel Software Technology, Nanjing University, China · School of Artificial Intelligence, Nanjing University, China · John Hopcroft Center, Shanghai Jiao Tong University, China +1