Upper Bounds

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4 papers in the last four weeks, down 43% on the four weeks before. 0.0% of all new papers.

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  1. Finite-Data Safety Informativity Under Dynamic Asymmetric Actuation

    Oct 1, 2026Abhinav Sinha, Praveen Kumar Ranjan, Yongcan CaoProbabilistic SafetyFinite-Sample Certificates

    GALACxIS Lab, Department of Aerospace Engineering, University of Cincinnati, Cincinnati, OH 45221, USA · Unmanned Systems Lab (USL), Department of Electrical Engineering, The University of Texas at San Antonio, TX 78249, USA

  2. Geometry-Dependent Bounds for Online Non-Monotone DR-Submodular Maximization

    Sep 30, 2026Vaneet AggarwalSubmodular Functions\Widetilde{\Mathcal{O}}(\Sqrt{T})$ Regret

    Purdue University

  3. Anchored Extra-Proximal Methods: Optimal Higher-Order Methods for Monotone Inclusion Problems

    Sep 24, 2026Ruichen Jiang, TaeHo YoonMonotone Variational InequalitiesProximal Operators

    Google Research · Johns Hopkins University

  4. Nearly Minimax-Optimal Regret for Linear Contextual Bandits with Arbitrary Adaptive Action Sets

    Sep 14, 2026Tianyuan JinContextual Bandit FrameworkBandits

    Data Science and Analytics Thrust The Hong Kong University of Science and Technology (Guangzhou)

  5. Equilibria for Networks of Linear Translational Springs

    Sep 2, 2026Luke Oeding, Ethan Clayton, Jackson Elsea +2SplinesEquilibrium

    Auburn University, Department of Mathematics and Statistics, Auburn, AL, USA · New York University, Courant Institute of Mathematical Sciences, New York, NY, USA · Air Force Research Laboratory, Eglin Air Force Base, Florida, USA

  6. A Formal Limitation on Learning Human Language From Textual Corpora

    Aug 28, 2026Emily Cheng, Ryan CotterellLinguisticsNatural Language Processing

    Universitat Pompeu Fabra · ETH Zürich

  7. The Sharp Tail of Uniform Stability

    Aug 25, 2026Pahan DewasurendraGeneralization BoundsUpper Bounds

    Johns Hopkins University

  8. Improved Regret Analysis for Parallel Gaussian Process Bandit Optimization

    Aug 17, 2026Shion Takeno, Shogo IwazakiGaussian ProcessThompson Sampling

    Nagoya University · MI-6 Ltd.

  9. Sequence prediction under a lying oracle

    Aug 14, 2026Puspabeethi Samanta, Nikhil Karamchandani, Jayakrishnan NairSequence ModelingOracles

    Department of Electrical Engineering IIT Bombay

  10. On the Structural Limits of Machine Learning Decision Systems: An Information-Theoretic, Interaction-Based, and Stochastic-Dynamical Perspective

    Aug 13, 2026Nestor R. Barraza, Gabriel PenaFundamental LimitsProbabilistic Inference

    Universidad Nacional de Tres de Febrero. Departamento de Ciencia y Tecnología. · Universidad de Buenos Aires. Facultad de Ingeniería.

  11. Logarithmic-Free Moment and Generalization Bounds for Uniformly Stable Algorithms

    Aug 10, 2026Thanh Nguyen-Cung, Binh T. NguyenGeneralization BoundsLogarithmic Scaling

    VinUniversity

  12. Variational Bounds for Perceptron Learning from Structured Data

    Aug 5, 2026Francesco Camilli, Pierluigi Contucci, Federica Gerace +1Log-Concave DistributionsUpper Bounds

    Department of Mathematics, Alma Mater Studiorum – Universit`a di Bologna, Piazza di Porta San Donato 5, 40126 Bologna, Italy

  13. Reachability in 3-VAS

    Aug 5, 2026Łukasz Kamiński, Sławomir LasotaReachabilityNp-Hard

    University of Warsaw, Poland

  14. Mining Verdict Boundaries for Neural Network Verification

    Jul 31, 2026Jiawei Ren, Guanqin Zhang, Zhenya Zhang +1Neural Network VerificationUpper Bounds

    University of New South Wales, Sydney, Australia · Kyushu University, Fukuoka, Japan · National Institute of Informatics, Tokyo, Japan

  15. An analysis of binary isotonic regression: degrees of freedom and implications for calibration

    Jul 29, 2026Raphael Rossellini, Rina Foygel Barber, Zhimei Ren +1Finite-SampleUpper Bounds

    Department of Statistics, University of Chicago · Department of Statistics and Data Science, University of Pennsylvania · Department of Statistics, University of Michigan

  16. Tight Generalization Bound for AdaBoost

    Jul 29, 2026Mikael Møller HøgsgaardGeneralization BoundsEmpirical Risk Minimization

    Department of Statistics, University of Oxford

  17. Exact values and exact upper bounds for families of integers with arithmetic progression intersections (Erdős Problem #272)

    Jul 25, 2026Zhanfu YangUpper BoundsOpen Problems

  18. Encoding orders and trees in real-valued functions

    Jul 23, 2026G Conant, C TerryUpper BoundsOrder Matters

  19. A Multi-Cohort Validation of Censoring-Aware Conformal Lower Predictive Bounds for Pathology Survival Models

    Jul 23, 2026Mingi HongSurvival PredictionsCohort

    Independent Researcher

  20. Data-dependent Evaluations for Budgeted Submodular Maximization

    Jul 7, 2026Lejian Zhang, Xueyan Tang, Jing TangSubmodular FunctionsKnapsack Constraint

    College of Computing and Data Science, Nanyang Technological University, Singapore · Data Science and Analytics Thrust, The Hong Kong University of Science and Technology (Guangzhou), China

  21. AI-Assisted Discovery of Convex Relaxations via Dual Agents

    Jun 30, 2026Sungyoon Kim, Mert PilanciConvex RelaxationUpper Bounds

    Department of Electrical Engineering, Stanford University, CA, USA.

  22. Are Safety Guarantees in Neural Networks Safe? How to Compute Trustworthy Robustness Certifications

    Jun 22, 2026Merkouris Papamichail, Konstantinos Varsos, Giorgos Flouris +1Neural Network VerificationCertification

    Foundation for Reasearch and Technology - Hellas, Heraklion, Greece · University of Crete, Heraklion, Greece · Catalan Institution for Research and Advanced Studies, Barcelona, Spain +1

  23. Geometry-Aware Online Scheduling for LLM Serving: From Theoretical Bound to System Practice

    Jun 21, 2026Li Kong, Qi Qi, Yinyu Ye +1Large Language Model ServingSchedulers

    Gaoling School of Artificial Intelligence Renmin University of China Beijing, China · Department of Management Science and Engineering Stanford University Stanford, CA 94305-4026 · Department of Industrial Engineering and Decision Analytics HKUST Hongkong, China

  24. Rebuttals Move Peer-Review Scores, but Initial-Review Structure Bounds the Movement

    Jun 20, 2026Mathieu Louis, Tibo Vanleke, Vincent Ginis +1Peer ReviewReviewer

    Data Analytics Lab, Vrije Universiteit Brussel, Pleinlaan 5, 1050 Brussel, Belgium · imec-SMIT, Vrije Universiteit Brussel, Pleinlaan 9, 1050 Brussels, Belgium · School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, USA

  25. Upper Bounds on the Generalization Error of Deep Learning Models via Local Robustness and Stability

    Jun 15, 2026Abdul-Rauf Nuhu, Parham M. Kebria, Vahid Hemmati +3Generalization BoundsUpper Bounds

    aNorth Carolina Agricultural and Technical State University, Dept. Electrical and Computer Engineering 1601 E Market St., Greensboro, 27411, NC, USA · bUniversity of Alabama, Dept. Computer Science, Tuscaloosa, 35487, AL, USA · cSouthwest Research Institute, San Antonio, 78238, TX, USA

  26. Comparison Patrols on Drifting Orders: Certified Rank Maintenance, Evolving Planar Maxima, and Selection under Drifting Fitness

    Jun 12, 2026Faruk Alpay, Levent SariogluUpper BoundsOrder

    Department of Computer Engineering, Bahçeşehir University, Istanbul, Turkey

  27. Implicit Variational Rejection Sampling

    Jun 12, 2026Jian Xu, Shigui Li, Wei Chen +6Variational InferenceRejection Sampling

    RIKEN iTHEMS · RIKEN AIP · South China University of Technology +2

  28. Improved Runtime Bound for the (μ+1)(μ+ 1) EA on BinVal

    Jun 11, 2026Joris Belder, Johannes Lengler, Raghu Raman RaviUpper BoundsBits

    ETH Zürich, Switzerland

  29. Reliable Error Estimation for PINNs: Lower and Upper A Posteriori Bounds

    Jun 10, 2026Ismail Huseynov, Arzu Ahmadova, Agamirza BashirovParametric Physics-Informed Neural NetworkUpper Bounds

    Physikalisch-Technische Bundesanstalt (PTB), Germany · Technical University of Berlin, Germany · Weierstrass Institute for Applied Analysis and Stochastics, Berlin, Germany +1

  30. A Finite Certificate for the Positive n=9n=9 Vasc Inequality

    Jun 4, 2026Dakai Guo, Ruichen Qiu, Yichuan Cao +1Finite-Sample CertificatesCertificates

    State Key Laboratory of Mathematical Sciences, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, and the School of Mathematics, University of Chinese Academy of Sciences, Beijing, People’s Republic of China.

  31. Mitigating the Curse of Dimensionality in Uniform Convergence of Deep Neural Networks via Smooth Activations

    Jun 4, 2026Yizhe Ding, Runze Li, Jia Liu +1Rectified Linear Unit NetworksActivation Functions

    Department of Statistics, The Pennsylvania State University

  32. Sharp First-Order Lower Bounds for Higher-Order Smooth Nonconvex Optimization

    Jun 3, 2026Dongruo ZhouStochastic Convex OptimizationFirst Order Oracle Complexity

    Department of Computer Science, Indiana University Bloomington, IN 47408, USA

  33. A Practical Upper Bound on Selection Bias Effects in Medical Prediction Models

    May 30, 2026Kara Liu, Maggie Wang, Russ B. AltmanSelection BiasModel Selection

    Stanford University · Stanford, California, USA

  34. Principled Algorithms for Optimizing Generalized Metrics in Multi-Label Learning

    May 27, 2026Mehryar Mohri, Yutao ZhongMulti-Label ClassificationEmpirical Risk Minimization

    Google Research & CIMS · New York, NY 10011 · Google Research

  35. TUBE: Tangent Upper Bound on Evidence for Discrete Diffusion Language Models

    May 22, 2026Arseny Ivanov, Sergei Kholkin, Vladislav Gromadskii +3Diffusion Language ModelsDiffusion Models

    AXXX, Russia · Applied AI Institute, Moscow, Russia · MIRAI, Russia

  36. Verified SHAP: Provable Bounds for Exact Shapley Values of Neural Networks

    May 22, 2026David Boetius, Shahaf Bassan, Guy Katz +2Shapley ValueShapley Additive Explanations

    University of Konstanz, Konstanz, Germany · Hebrew University of Jerusalem, Jerusalem, Israel · University of St.Gallen, St.Gallen, Switzerland.

  37. The Communication Complexity of Instant-Runoff Voting

    May 22, 2026Élie de Panafieu, François Durand, Jérôme LangMajority VotingMaximum Independent Set

    LAMSADE, CNRS · 1Nokia Bell Labs · 2CNRS, LAMSADE, Universit´e Paris-Dauphine, PSL, France

  38. Gaussian Approximation and Multiplier Bootstrap for Federated Linear Stochastic Approximation

    May 19, 2026Ilya Levin, Maksim Shuklin, Eric Moulines +2Stochastic ApproximationModel-Based Bootstrap

    1HSE University, Russia · 2MBZUAI · 3CMAP, CNRS, École Polytechnique, Institut Polytechnique de Paris, 91120 Palaiseau, France

  39. Learning Context-conditioned Gaussian Overbounds for Convolution-Based Uncertainty Propagation

    May 15, 2026Ruirui Liu, Xuejie Hou, Yiping Jiang +1Uncertainty QuantificationConfidence Intervals

    Department of Aeronautical and Aviation Engineering, The Hong Kong Polytechnic University, Hong Kong, China

  40. A Survey on Data-Dependent Worst-Case Generalization Bounds

    May 13, 2026Hubert Leroux, Jean Marcus, Julien RogerGeneralization BoundsOverparameterization

    ´Ecole polytechnique Palaiseau, France

  41. Hierarchical End-to-End Taylor Bounds for Complete Neural Network Verification

    May 11, 2026Taha Entesari, Mahyar FazlyabNeural Network VerificationReachability

    Johns Hopkins University

  42. Can Agent Benchmarks Support Their Scores? Evidence-Supported Bounds for Interactive-Agent Evaluation

    May 11, 2026Shanshan Gao, Liyi ZhouAgentic BenchmarksDevice

    The University of Sydney

  43. Cost-Ordered Feasibility for Multi-Armed Bandits with Cost Subsidy

    May 8, 2026Ishank Juneja, Carlee Joe-Wong, Osman YağanStochastic Multi-Armed BanditsOptimal Regret

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

  44. A Closed-Form Upper Bound for Admissible Learning-Rate Steps in Belief-Space Dynamics

    May 7, 2026Zixi Li, Youzhen LiStep AccuracyOptimal Learner

    Datawhale

  45. Convex-Geometric Error Bounds for Positive-Weight Kernel Quadrature

    May 7, 2026Satoshi HayakawaReproducing Kernel Hilbert SpacesBayesian Quadrature

    The University of Tokyo

  46. Matroid Algorithms Under Size-Sensitive Independence Oracles

    Apr 30, 2026Kiarash Banihashem, MohammadTaghi Hajiaghayi, Mahdi JafariRaviz +1First Order Oracle ComplexityUpper Bounds

    *Equal contribution 1Department of Computer Science, University of Maryland, College Park, USA.

  47. Mind the Gap: Structure-Aware Consistency in Preference Learning

    Apr 30, 2026Mehryar Mohri, Yutao ZhongLarge Language Model AlignmentPreference Alignment Learning

    Google Research, New York, NY · Courant Institute of Mathematical Sciences, New York, NY

  48. A Note on How to Remove the ln⁡ln⁡T\ln\ln T Term from the Squint Bound

    Apr 29, 2026Francesco OrabonaLogarithmic ScalingUpper Bounds

    King Abdullah University of Science and Technology (KAUST) · Thuwal, 23955-6900, Kingdom of Saudi Arabia

  49. Explicit integral representations and quantitative bounds for two-layer ReLU networks

    Apr 25, 2026Anthony LeeRectified Linear Unit NetworksRectified Linear Unit

    School of Mathematics, University of Bristol

  50. Ultrametric OGP - parametric RDT \emph{symmetric} binary perceptron connection

    Apr 21, 2026Mihailo StojnicUpper BoundsDecision Thresholds

    [cs.LG]

  51. Is Four Enough? Automated Reasoning Approaches and Dual Bounds for Condorcet Dimensions of Elections

    Apr 21, 2026Itai Zilberstein, Ratip Emin Berker, George Li +1ElectionsMajority Voting

    Carnegie Mellon University Pittsburgh, USA

  52. Beyond Indistinguishability: Measuring Extraction Risk in LLM APIs

    Apr 20, 2026Ruixuan Liu, David Evans, Li XiongExtractionIndistinguishability

    Emory University · University of Virginia

  53. Uniform a priori bounds and error analysis for the Adam stochastic gradient descent optimization method

    Mar 19, 2026Steffen Dereich, Thang Do, Arnulf JentzenAdamStochastic Convex Optimization

    Institute for Mathematical Stochastics, Faculty of Mathematics and Computer Science, University of Münster, Germany · School of Data Science, The Chinese University of Hong Kong, Shenzhen (CUHK-Shenzhen), China · Department of Probability and Statistic, Institute of Mathematics, Vietnam Academy of Science and Technology, Vietnam +2

  54. RL unknotter, hard unknots and unknotting number

    Mar 9, 2026Anne Dranowski, Yura Kabkov, Daniel TubbenhauerOffline Reinforcement LearningUpper Bounds

  55. Improved Upper Bounds for Slicing the Hypercube

    Feb 6, 2026Duncan Soiffer, Nathaniel Itty, Christopher D. Rosin +5SlicesUpper Bounds

    Carnegie Mellon University · Work done while at Worcester Polytechnic Institute · Constructive Codes +1

  56. Improved Bounds for Private and Robust Alignment

    Dec 29, 2025Wenqian Weng, Yi He, Xingyu ZhouAdversarial CorruptionUpper Bounds

    Department of Electrical and Computer Engineering, Wayne State University, Detroit, USA.

  57. Interactive Multi-Objective Probabilistic Preference Learning with Soft and Hard Bounds

    Jun 27, 2025Edward Chen, Sang T. Truong, Natalie Dullerud +2Pareto FrontierPreference Learning

    Department of Computer Science, Stanford University, Stanford, California, USA

  58. Breaking the T2/3T^{2/3} Barrier for Sequential Calibration

    Jun 19, 2024Yuval Dagan, Constantinos Daskalakis, Maxwell Fishelson +3Calibrated UncertaintyUpper Bounds

    Tel Aviv University · MIT & Archimedes AI · MIT +1

  59. The Limits and Potentials of Local SGD for Distributed Heterogeneous Learning with Intermittent Communication

    May 19, 2024Kumar Kshitij Patel, Margalit Glasgow, Ali Zindari +5Stochastic Gradient DescentHeterogeneity

    Toyota Technological Institute, Chicago · Stanford University · CISPA Helmholtz Center +1