Randomized Smoothing

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

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  1. The Geometry of Randomized Smoothing on Feasible Sets

    Sep 30, 2026Syed Izhan Khilji, Alireza Furutanpey, Schahram DustdarRandomized SmoothingSelective Prediction

    Technische Universität Wien · NeverBlink · Technische Universität Wien Universitat Pompeu Fabra

  2. Psychoacoustically Aligned Latent Smoothing for Adversarial Robustness of Full-Duplex Speech-to-Speech Dialogue Models

    Sep 23, 2026Kian Shamsaie, Iman ModarressiRandomized SmoothingAdversarial Attacks

    People Make Things

  3. Clustered Randomized Smoothing for Stochastic Prediction Functions

    Aug 12, 2026Eduardo Figueiredo, Frederik Mathiesen, Julian Schumann +3Multimodal RobustnessRandomized Smoothing

    Delft Center for Systems and Control, Delft University of Technology · Cognitive Robotics, Delft University of Technology · University of Stuttgart +1

  4. Traffic-Aware Randomized Smoothing for LLM-Based Network Intrusion Detection

    Jul 15, 2026Zhenpeng LiRandomized SmoothingNetwork Intrusion Detection

  5. Higher-Order Certified Robustness for Regression

    Jul 6, 2026Jie Zhang, Natalie FrankRobust RegressionRandomized Smoothing

    University of Washington, USA

  6. TrajRS: Towards Certified Robustness in Pedestrian Trajectory Prediction

    Jun 27, 2026Liang Zhang, Gaojie Jin, Yao Shi +4Randomized SmoothingPedestrian Trajectory Prediction

    Key Laboratory of System Software (Chinese Academy of Sciences) and State Key Laboratory of Computer Science, Institute of Software, Chinese Academy of Sciences, China · University of Chinese Academy of Sciences, China · Hangzhou Institute for Advanced Study, UCAS, China +1

  7. Halt Fast! Early Stopping for Certified Robustness

    Jun 26, 2026Andrew C. Cullen, Paul Montague, Benjamin I. P. RubinsteinEfficient Neural Network InferenceEarly Stopping

    University of Melbourne · DST Group, Adelaide

  8. Representation Matters in Randomized Smoothing for Audio Classification

    Jun 2, 2026Jong-Ik Park, Shreyas Chaudhari, José M. F. Moura +1Randomized SmoothingKeyword Spotting

    Carnegie Mellon University, Pittsburgh, Pennsylvania, USA.

  9. RRISE: Robust Radius Inference via a Surrogate Estimator

    Jun 1, 2026Jong-Ik Park, Shreyas Chaudhari, Carlee Joe-Wong +1Randomized SmoothingNeural Network Robustness

    Carnegie Mellon University

  10. Cert-LAS: Toward Certified Model Ownership Verification for Text-to-Image Diffusion Models via Layer-Adaptive Smoothing

    May 28, 2026Leyi Qi, Yiming Li, Siyuan Liang +2Diffusion Model WatermarkingRandomized Smoothing

    Generative AI Lab, College of Computing and Data Science, Nanyang Technological University, Singapore · Department of Computer Science and Engineering, Texas A&M University, USA

  11. Provable Robustness against Backdoor Attacks via the Primal-Dual Perspective on Differential Privacy

    May 20, 2026Aman Saxena, Jan Schuchardt, Yan Scholten +1Randomized SmoothingAdversarial Robustness

    Department of Computer Science, Technical University of Munich · Munich Data Science Institute · MCML +1

  12. Semantic Smoothing via Novel View Synthesis for Robust SAR Image Classification

    May 15, 2026Daniel Brignac, Fengwei Tian, Banafsheh Latibari +2Randomized SmoothingAdversarial Attacks

    The University of Arizona Tucson, Arizona, United States

  13. Certified Robustness under Heterogeneous Perturbations via Hybrid Randomized Smoothing

    May 13, 2026Blaise Delattre, Hengyu Wu, Paul Caillon +2Multimodal RobustnessRandomized Smoothing

    Department of Computer Science, School of Computing, Institute of Science Tokyo, Tokyo, Japan · PSL University, Paris, France · College of Computing and Data Science, Nanyang Technological University, Singapore

  14. Guaranteed Jailbreaking Defense via Disrupt-and-Rectify Smoothing

    May 11, 2026Zheng Lin, Zhenxing Niu, Haoxuan Ji +1Randomized SmoothingJailbreak Robustness

    Xidian University · Xi’an Jiaotong University

  15. Certified vs. Empirical Adversarial Robust-ness via Hybrid Convolutions with Attention Stochasticity

    May 2, 2026Joy Dhar, Song Xia, Manish Kumar Pandey +5Randomized SmoothingNeural Network Robustness

    1Indian Institute of Technology Ropar · 2Nanyang Technological University · 3RoentGen Health +5

  16. Laplace-Bridged Randomized Smoothing for Fast Certified Robustness

    Apr 27, 2026Miao Lin, MD Saifur Rahman Mazumder, Feng Yu +2Randomized SmoothingNeural Network Robustness

    Department of Computer Science, Old Dominion University, Norfolk, VA, USA · Department of Mathematical Sciences, University of Texas at El Paso, El Paso, TX, USA · School of Cybersecurity, Old Dominion University, Norfolk, VA, USA

  17. Towards Certified Malware Detection: Provable Guarantees Against Evasion Attacks

    Apr 22, 2026Nandakrishna Giri, Asmitha K. A., Serena Nicolazzo +2Randomized SmoothingAdversarial Attacks

    Department of Computer Applications, Cochin University of Science and Technology, India · Department of Electrical, Computer and Biomedical Engineering, University of Pavia, Via Adolfo Ferrata 5, 27100, Pavia, Italy

  18. CluCERT: Certifying LLM Robustness via Clustering-Guided Denoising Smoothing

    Dec 1, 2025Zixia Wang, Gaojie Jin, Jia Hu +1Randomized SmoothingAdversarial Robustness of Language Models

    University of Exeter

  19. Dual Randomized Smoothing: Beyond Global Noise Variance

    Dec 1, 2025Chenhao Sun, Yuhao Mao, Martin VechevRandomized SmoothingNeural Network Robustness

    Department of Computer Science, ETH Zürich, Switzerland

  20. 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 +1Randomized SmoothingNonconvex Stochastic 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