Input Uncertainties

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1 paper in the last four weeks, against 2 the four weeks before. 0.0% of all new papers.

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  1. Bracketing Uncertainty in Clustering Under the Manifold Hypothesis

    Sep 15, 2026Savik Kinger, Luciano Dyballa, Steven W. ZuckerClusteringCluster

    Department of Computer Science Yale University · School of Science & Technology IE University · Depts. of Computer Science and Biomedical Engineering Wu Tsai Institute Yale University

  2. Robust Broad Learning System with Wave Loss for Classification under Data Uncertainty

    Aug 30, 2026Mushir Akhtar, A. Varshney, A. Quadir +3LearnabilityLoss Function

    Department of Mathematics Indian Institute of Technology Indore

  3. CLAIM: Leading Open-domain Active Clarification of Large Language Models with Uncertainty Measurement

    Aug 12, 2026Kuangzhao Yang, Ziliang Zhao, Zhicheng DouClarificationLarge Language Model Uncertainty

    Gaoling School of Artificial Intelligence, Renmin University of China Beijing, China

  4. From Uncertainty to Failure Attribution: Self-Diagnosing Models for Failure Attribution under Distribution Shift

    Aug 8, 2026Yiyao YangEarly Failure PredictionDistribution Shifts

    Columbia University

  5. Local Violation Certification for Linear Predict-Then-Optimize Pipelines

    Aug 5, 2026Ş. İlker Birbil, Wenhao ChiViolationConformal Risk Control

    Faculty of Economics and Business, University of Amsterdam, The Netherlands · Yau Mathematical Sciences Center, Tsinghua University

  6. Staying on Spec: Real-Time Monitoring under Uncertainty with a Maritime Case Study

    Aug 3, 2026Elizabeth Dietrich, Hanna Krasowski, Emir Cem Gezer +3Maritime NavigationSituational Awareness

    University of California, Berkeley · Norwegian University of Science and Technology

  7. 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

  8. CURE: Local Uncertainty Repair for Block-Parallel Speculative Decoding

    Aug 1, 2026Aofan Liu, Jingxiang Meng, Fangxin Liu +1Speculative DecodingRepair

  9. The Geometry of Flow-Matching Uncertainty: A Cost-free Uncertainty Proxy and Its Application in Flow-based VLA Failure Detection

    Jul 30, 2026Ziyang Rao, Yiren Zhao, Weiyu Guo +3Velocity FieldInput Uncertainties

    1HKUST(GZ) 2HKUST 3CUHK 4AI² Roboticss

  10. Collaborative Weighting with Pessimistic Critic for Mitigating Overestimation in Off-Policy Reinforcement Learning

    Jul 29, 2026Gong Gao, Xiao Lai, Ziqi Xie +3Soft Actor-CriticPessimism

    School of Computer Science and Technology, Tongji University, 200092, Shanghai, China · Shanghai University of Engineering Science, 201620, Shanghai, China

  11. Beyond "What to Retrieve": Uncertainty in Retrieval-Augmented Code Generation

    Jul 27, 2026Chandan Kumar Sah, Li Zhang, Xiaoli LianCode GenerationInput Uncertainties

    Beihang University, Beijing, China

  12. Robustness of Deep Learning Models for PV Power Forecasting under NWP Forecast Errors: A Spatiotemporal and Physically Interpretable Analysis

    Jul 14, 2026Dandan Chen, Yan Zhao, Xuepeng ChenEnergy ForecastingNumerical Weather Prediction

    State Key Laboratory of Severe Weather Meteorological Science and Technology, Chinese Academy of Meteorological Sciences, No. 46 Zhongguancun South Street, Beijing, 100081, China · Key Laboratory of High Impact Weather (special), China Meteorological Administration, Changsha, 410073, China

  13. Code-MUE: Measuring Code LLMs' Uncertainty through Execution-based Semantic Interaction Graphs

    Jul 14, 2026Xiaoning Ren, Yinxing Xue, Lei Ma +1Large Language Model UncertaintyInput Uncertainties

    Xi’an Jiaotong University, China · Institute of AI for Industries, Chinese Academy of Sciences, China · The University of Tokyo, Japan +1

  14. Dynamic Online Processor-Native Inference for State Estimation

    Jul 13, 2026Orestis KaparounakisBayesian FilteringParticle Filters

  15. Removable Defects: The Economics and Limits of Deliberate Deficiency

    Jul 13, 2026Cheng QianDefectInsurance

  16. Robustness Meets Uncertainty: Evidential Adversarial Training for Robust Selective Classification

    Jul 3, 2026Nicolas Sournac, Ahmed Baha Ben Jmaa, Bertrand BraeckeveldtAdversarial TrainingInput Uncertainties

    Multitel Research & Innovation Center, Artificial Intelligence Department, Belgium · TRAIL – Trusted AI Labs, Belgium

  17. A Bayesian latent Gaussian process framework for aerodynamic uncertainty quantification

    Jun 27, 2026Geoffrey Davis, Ashwin RenganathanAerodynamicsCalibrated Uncertainty

    Undergraduate research assistant, Aerospace Engineering, The Pennsylvania State University, University Park, PA 16802 · Assistant professor, Aerospace Engineering and the Institute of Computational and Data Science (ICDS), The Pennsylvania State University, University Park, PA 16802

  18. Direct Time-of-Flight Measurement Accuracy Improvement With Perimeter-Gated SPADs

    Jun 24, 2026Md Sakibur Sajal, Hunter Guthrie, Zexi Liu +1Single-Photon Avalanche DiodeInput Uncertainties

    Department of Electrical and Computer Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania, 15213, USA

  19. ADAPTOOD: Uncertainty-Aware Fine-Tuning for Out-of-Distribution ECG Time Series Models

    Jun 2, 2026Sotirios Vavaroutas, Yu Yvonne Wu, Ali Etemad +1Out-Of-DistributionElectrocardiogram Foundation Models

    University of Cambridge, UK · Dartmouth College, USA · Queen’s University, Canada

  20. The Ghost Annotator: a Framework to Explore Human Label Variation in Content Moderation through Conformal Prediction

    Jun 1, 2026Mirko Lai, Alessandra Urbinati, Simona Frenda +2Large Language Model AnnotationsHuman Annotators

    Heriot-Watt University, Edinburgh, Scotland · aequa-tech, Torino, Italy · Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA, USA +2

  21. A Posterior-Predictive Variance Decomposition for Epistemic and Aleatoric Uncertainty in Wind Power Forecasting

    May 21, 2026Yinsong Chen, Samson S. Yu, Kashem M. MuttaqiOffshore Wind TurbinePredictive Uncertainty

    School of Engineering, Deakin University, Melbourne, VIC 3216, Australia · ARC Training Centre in Energy Technologies for Future Grids, School of Engineering, University of Wollongong, Wollongong, NSW 2522, Australia

  22. Rethinking Vacuity for OOD Detection in Evidential Deep Learning

    May 7, 2026Claire McNamaraOut-Of-Distribution DetectionInput Uncertainties

    ∗Accenture Labs · †Trinity College Dublin.

  23. Query2Uncertainty: Robust Uncertainty Quantification and Calibration for 3D Object Detection under Distribution Shift

    May 6, 2026Till Beemelmanns, Alexey Nekrasov, Stefan Vilceanu +43D Object DetectionInput Uncertainties

    Institute for Automotive Engineering, RWTH Aachen · Computer Vision Institute, RWTH Aachen

  24. Probabilistic Multi-Agent Aircraft Landing Time Prediction

    Dec 9, 2025Kyungmin Kim, Seokbin Yoon, Keumjin LeeAir Traffic ControlCooperative Air Combat

    Korea Aerospace University, Goyang, 10540, South Korea · Department of Advanced Air Transportation · Department of Air Transport, Transportation, and Logistics

  25. Statistical Taylor Expansion: A New and Path-Independent Method for Uncertainty Analysis

    Oct 2, 2024Chengpu WangInput UncertaintiesVariance

    Grossman Street, Melville, NY 11747, USA

  26. Are Independently Estimated View Uncertainties Comparable? Unified Routing for Trusted Multi-View Classification

    Date pendingYilin Zhang, Cai Xu, Haishun Chen +2Evidence FusionMulti-View

    Xidian University Xi’an, China

  27. A Calibration Audit of Confidence in Feed-Forward 3D Reconstruction Models

    Date pendingNanxing Nick Deng, Qing Cheng, Niclas Zeller +1Feed-Forward 3D ReconstructionReconstruction Error

    Technical University of Munich · Munich Center for Machine Learning (MCML) · Karlsruhe University of Applied Sciences