Robust Estimation

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

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  1. Prediction-powered inference for time series across space

    Oct 6, 2026Shahzar Rizvi, David Burt, Vishwak Srinivasan +3Spatiotemporal ForecastingPrediction-Powered Inference

    MIT LIDS · UMass Amherst · Stanford University +1

  2. Robust Local Optimization Done Right

    Oct 5, 2026James Pritts, Kevin KöserRelative Pose EstimationNonconvex Optimization

    Kiel University, Kiel, Germany

  3. Robust Ensemble Guidance for Scientific Inverse Problems

    Oct 4, 2026Zixiang Li, Wei Wang, Yunchao Wei +2Diffusion Model GuidanceDiffusion-Based Inverse Problems

    Beijing Jiaotong University · Tsinghua University

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

    Sep 30, 2026Elis Stefansson, David Vävinggren, Antônio H. RibeiroRobust RegressionDistributionally Robust Optimization

    Uppsala University, Sweden · Science for Life Laboratory, Sweden

  5. Superquadric Primitive Decomposition of 3D point clouds via Geometric-Aware Inlier Refinement

    Sep 28, 2026Alessandro Rinaldi, Edoardo Tedesco, Andrea Ferraris +5Point Cloud UnderstandingRobust Estimation

    Department of Informatics, System and Communication, University of Milano-Bicocca, Milan, Italy · Department of Electronics, Information and Bioengineering, Politecnico di Milano, Milan, Italy · Department of Computer Science, University of Bonn, Bonn, Germany +1

  6. Diverse Geometries, Frozen Weights: Robust Heterogeneous Treatment-Effect Estimation via Causal Expert Ensembles

    Sep 24, 2026Ali Haghpanah Jahromi, Mohammad TaheriConditional Average Treatment Effect EstimationCausal Inference

    Department of Electrical and Computer Engineering, University of Shiraz, Shiraz, Iran

  7. Robustness of Diffusion Models under Distribution Shift

    Sep 23, 2026Wei Luo, Neil K. Chada, Shijie Zhang +1Distribution Shift RobustnessDiffusion Sampling

    Department of Mathematical Sciences, Tsinghua University · Department of Mathematics, City University of Hong Kong, Hong Kong SAR · Artificial Intelligence Research Institute, Shenzhen MSU-BIT University +1

  8. Sparse Regression Distilled from a Single Robust Fit

    Sep 20, 2026Wooyoung Shin, Seunghwan ParkRobust RegressionLinear Regression

    Department of Information Statistics, Kangwon National University, 1, Kangwondaehak-gil, Chuncheon-si, Gangwon-do, 24341, Republic of Korea.

  9. Rotation-Based Subspace Tracking for Robust Kernel PCA on Streaming Data

    Sep 14, 2026Kris Lokere, John FossacecaPrincipal Component AnalysisStreaming Algorithms

    Harvard University, Cambridge, MA, USA · George Washington University, Washington, DC, USA

  10. Robust Multi-Model Fitting through Learning Neighbor Regions

    Sep 14, 2026Chang Nie, Guangming Wang, Zhe Liu +1Robust Estimation

    School of Automation and Intelligent Sensing, Shanghai Jiao Tong University and Key Laboratory of System Control and Information Processing, Ministry of Education of China, Shanghai 200240, China · Department of Engineering, Cambridge University, Cambridge CB2 1TN, UK

  11. Median-of-Means as an Extremal Convex Estimator and a Nonconvex Route to the Trimmed Oracle

    Sep 1, 2026Angshul MajumdarNonconvex OptimizationCorruption Robustness

    Department of Electronics and Communications Engineering, IIIT Delhi, India

  12. DiffSAC: Diffusion-guided Sampling for Consensus-based Robust Estimation

    Aug 31, 2026Chang Nie, Guangming Wang, Zhe Liu +1Diffusion SamplingRobust Estimation

    School of Automation and Intelligent Sensing, Shanghai Jiao Tong University, Shanghai, 200240, China. · 2Key Laboratory of System Control and Information Processing, Ministry of Education of China, Shanghai, 200240, China. · Department of Engineering, Cambridge University, Cambridge, CB2 1TN, UK.

  13. WRAP: Wasserstein-Robust Adaptive Plug-in for Robot Localization

    Aug 10, 2026Minhyuk Jang, Astghik Hakobyan, Jungjin Lee +2Kalman FilteringRobot Localization

    Department of Mechanical Science and Engineering, Grainger College of Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA · Center for Scientific Innovation and Education and the National Polytechnic University of Armenia, Yerevan, Armenia · Department of Electrical and Computer Engineering and Automation and Systems Research Institute, Seoul National University, Seoul, South Korea

  14. Trajectory-Induced Self-Calibration for Hidden-Target Localization Through an Unknown-Pose Range-Bearing Relay

    Aug 10, 2026Yash BaglaWireless LocalizationRobot Localization

    Michigan State University

  15. No Unique Minimizer, No Problem: On the Consistency of Robust Neural Classifiers

    Aug 9, 2026Subhabrata Majumdar, Anand Deo, Partha Pratim Saha +1Neural Network GeneralizationNeural Network Robustness

    Indian Institute of Management Bangalore · Independent Researcher · Indian Statistical Institute, Kolkata

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

    Jul 30, 2026Puning Zhao, Zhikun Zhang, Shaowei Wang +5Sparse RecoveryDifferential Privacy

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

  17. HOMER: Huber-of-Means for Efficient and Robust Estimation in Hilbert Spaces

    Jul 29, 2026Kisung You, Boram ChoHeavy-Tailed DistributionsRobust Estimation

    Baruch College · Yale University

  18. DS-SAC: Density Search for Sample Consensus

    Jul 4, 2026Suraj Thapa, Muhammad Aminul IslamMulti-View GeometryRobust Estimation

    Tagliatela College of Engineering, University of New Haven, 300 Boston Post Rd, West Haven, 06516, CT, USA.

  19. Contaminated Multi-task Learning with Heterogeneity: Fundamental Limits and Optimal Algorithms

    Jul 2, 2026Ye Tian, Mengchu Li, Marco Avella MedinaMulti-Task LearningMinimax Estimation

    Department of Statistics, Pennsylvania State University · School of Mathematics, University of Birmingham · Department of Statistics, Columbia University

  20. Distributionally Robust Linear Regression With Block Lewis Weights

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

    TTIC · Institute for Foundations of Data Science, Yale University

  21. Adversarial Contamination Meets Hard Thresholding: An Iterative Algorithm with Signal Adaptivity and Minimax Optimality

    Jun 26, 2026Shixiang Liu, Hanming YangRobust RegressionSparse Recovery

    School of Statistics, Renmin University of China · Institute of Statistics and Big Data, Renmin University of China

  22. Alternate loss functions and regression models that achieve robustness to outliers by modulating the learning rate

    Jun 20, 2026Mathew Mithra Noel, Arindam Banerjee, Yug D. Oswal +2Robust RegressionRobust Loss Functions

    aSchool of Electrical Engineering, Vellore Institute of Technology, Vellore, 632 014, Tamil Nadu, India · bErnst and Young GDS, Godrej Waterside, Ring Rd, DP Block, Sector V, Bidhannagar, Kolkata, 700 091, West Bengal, India · cSchool of Computer Science and Engineering, Vellore Institute of Technology, Vellore, 632 014, Tamil Nadu, India

  23. ARC: Adaptive Robust Joint State and Covariance Estimation

    Jun 18, 2026Alexandre Hadji-Thomas, Andrew Stirling, James R. ForbesCovariance EstimationRobot State Estimation

  24. RANSAC Scoring Done Right

    Jun 12, 2026James Pritts, Felix Seegräber, Kevin KöserMulti-View GeometryRobust Estimation

    Marine Data Science, Institut für Informatik Kiel University, Germany

  25. Computationally tractable robust differentially private mean estimation

    Jun 10, 2026Kelly RamsayDifferential PrivacyData Contamination

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

  26. The Sharp Phase Transition of Tyler's M-Estimator for Robust Subspace Recovery

    Jun 4, 2026Gilad Lerman, Teng ZhangPhase TransitionsRobust Estimation

    School of Mathematics, University of Minnesota, Minneapolis, MN 55455 USA · Department of Mathematics, University of Central Florida, Orlando, FL 32816 USA

  27. A New Angle on Bones: Robust Pose Estimation in X-Ray and Ultrasound

    Jun 3, 2026Ron Keuth, Christoph Großbröhmer, Franziska Halm +5Medical Image AnalysisRobust Estimation

    Medical Informatics, University of Lübeck, Ratzeburger Allee 160, 23562 Lübeck, Germany. · EchoScout GmbH, Maria-Goeppert-Str. 3, 23562 Lübeck, Germany · Institut of Radiology and Nuclear Medicine, University Hospital Schleswig-Holstein +1

  28. On Finite-sample Concentration of Median of Incomplete U-Statistics

    May 30, 2026Nong Minh Hieu, Antoine LedentRobust Estimation

    Singapore Management University, School of Computing and Information Systems

  29. Convex Basins in Single-Index Model Loss Landscapes: Applications to Robust Recovery under Strong Adversarial Corruption

    May 28, 2026Santanu Das, Sagnik Chatterjee, Jatin BatraSingle-Index ModelsAdversarial Robustness

    School of Technology and Computer Science, Tata Institute of Fundamental Research, Mumbai, India.

  30. Conservative neural posterior estimation via distributionally robust training

    May 27, 2026William Laplante, Yuga Hikida, Charita Dellaporta +2Simulation-Based InferenceNeural Posterior Estimation

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

  31. Robust Moment-Based Estimation via Spectral Gradient Reweighting

    May 26, 2026Liu Zhang, Amit SingerRobust Estimation

    Program in Applied and Computational Mathematics, Princeton University, Princeton, NJ 08544 USA · Department of Mathematics and Program in Applied and Computational Mathematics, Princeton University, Princeton, NJ 08544 USA

  32. Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects

    May 25, 2026Michael Fuchs, Dominik KreissCausal Effect EstimationConditional Average Treatment Effect Estimation

    Actuarial Department Allianz Versicherungs-AG Munich, Germany

  33. Multi-task Linear Regression without Eigenvalue Lower Bounds: Adaptivity, Robustness, and Safety

    May 16, 2026Seok-Jin KimRobust RegressionMulti-Task Learning

    Columbia IEOR

  34. Byzantine-Robust Distributed Sparse Learning Revisited

    May 13, 2026Yuxuan Wang, Lixin Zhang, Kangqiang LiRobust RegressionDistributed 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

  35. SHIFT: Robust Double Machine Learning for Average Dose-Response Functions under Heavy-Tailed Contamination

    Apr 30, 2026Eichi UeharaDouble MLRobust Regression

    Independent researcher.

  36. Preserve, Then Resolve: Many-to-Many Association and Robust Estimation with General-Purpose Visual Features

    Apr 26, 2026Haodong Jiang, Mingzhe Li, Junfeng WuRelative Pose EstimationImage Matching

    School of Data Science, CUHK (SZ)

  37. Non-Minimal Sampling and Consensus for Prohibitively Large Datasets

    Apr 24, 2026Seong Hun Lee, Patrick Vandewalle, Javier CiveraCamera Pose EstimationPoint Cloud Registration

    I3A, University of Zaragoza, 50018 Zaragoza, Spain · EAVISE, KU Leuven, 2860 Sint-Katelijne-Waver, Belgium

  38. S2MAM: Semi-supervised Meta Additive Model for Robust Estimation and Variable Selection

    Apr 21, 2026Xuelin Zhang, Hong Chen, Yingjie Wang +2Manifold LearningFeature Selection

    Huazhong Agricultural University · China University of Petroleum (East China) · Xi’an Jiaotong University +1

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

    Apr 20, 2026Feras Al Taha, Eilyan BitarDistributionally Robust OptimizationWasserstein Distributionally Robust Optimization

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

  40. Conformal Robust Set Estimation

    Apr 20, 2026Alejandro Cholaquidis, Emilien Joly, Leonardo MorenoConformal PredictionRobust Estimation

    *Centro de Matem´atica, Facultad de Ciencias, Universidad de la Rep´ublica, Uruguay · †Centro de Investigaci´on en Matem´aticas (CIMAT), M´exico · ‡Departamento de M´etodos Cuantitativos, Facultad de Ciencias Econ´omicas y de Administraci´on, Universidad de la Rep´ublica, Uruguay

  41. A Robust Evaluation of Probe Robustness: Lessons for Reliable OOD Uncertainty Quantification

    Apr 13, 2026Joe Stacey, Hadas Orgad, Kentaro Inui +2LLM EvaluationUncertainty Quantification

    University of Sheffield · Kempner Institute at Harvard University · MBZUAI +2

  42. Robust Linear Predictions: Analyses of Uniform Concentration, Fast Rates and Model Misspecification

    Jan 6, 2022Saptarshi Chakraborty, Debolina Paul, Swagatam DasRobust RegressionModel Misspecification

    Department of Statistics, University of California, Berkeley · Department of Statistics, Stanford University · Electronics and Communication Sciences Unit, Indian Statistical Institute, Kolkata, India