Neural Network Robustness

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9 papers in the last four weeks, up 125% on the four weeks before. 0.1% of all new papers.

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  1. Attack-Dependent Robustness of Neural Audio Codecs for Adversarial ASR

    Mar 10, 2026Jordan Prescott, Thanathai Lertpetchpun, Shrikanth NarayananASR EvaluationNeural Audio Codecs

    Signal Analysis and Interpretation Laboratory, University of Southern California, USA

  2. Lipschitz-Based Robustness Certification Under Floating-Point Execution

    Mar 6, 2026Toby MurrayNeural Network VerificationNeural Network Robustness

    University of Melbourne, Australia

  3. Same Answer, Different Representations: Hidden instability in VLMs

    Feb 6, 2026Farooq Ahmad Wani, Alessandro Suglia, Rohit Saxena +6VLM EvaluationVLM Robustness

    Sapienza University of Rome · University of Edinburgh · University of Oxford +5

  4. Perturbing the Phase: Analyzing Adversarial Robustness of Complex-Valued Neural Networks

    Feb 6, 2026Florian Eilers, Christof Duhme, Xiaoyi JiangAdversarial AttacksNeural Network Robustness

    Department of Computer Science University of Münster Münster, Germany

  5. Robustness as an Emergent Property of Task Performance

    Feb 3, 2026Shir Ashury-Tahan, Ariel Gera, Elron Bandel +2Neural Network RobustnessLanguage Model Robustness

    IBM Research · MIT · Weizmann Institute of Science

  6. 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

  7. Diagnosing Corruption-Induced Reliability Failures in Vision-Language Models

    Nov 24, 2025Xiangjie Sui, Songyang Li, Hanwei Zhu +3VLM EvaluationVLM Robustness

    City University of Macau, Macau SAR, China · Jiangxi University of Finance and Economics, Nanchang, China · Nanyang Technological University, Singapore

  8. DHAuDS: A Dynamic and Heterogeneous Audio Benchmark for Test-Time Adaptation

    Nov 23, 2025Weichuang Shao, Iman Yi Liao, Tomas Henrique Bode Maul +1Test-Time AdaptationNeural Network Robustness

    School of Computer and Mathematical Sciences, University of Nottingham Malaysia, Semenyih, Malaysia

  9. destroR: A Benchmark and Adversarial-Training Defense for Bangla Transfer Models under Meaning-Preserving Attacks

    Nov 13, 2025Saadat Rafid Ahmed, Rubayet Shareen, Radoan Sharkar +3Adversarial TrainingSentiment Analysis

    Dept. of Computer Science and Engineering, BRAC University

  10. Solver-Integrated Adversarial Attacking and Training of Neural Operators

    Oct 21, 2025Yifei SunAdversarial TrainingAdversarial Attacks

  11. Improved Robustness from Biologically Inspired Sparse Contrast Representations

    Sep 29, 2025Lorena Stracke, Lia Nimmermann, Shashank Agnihotri +3Distribution Shift RobustnessImage Segmentation

    Media Systems, University of Siegen, Germany · Data and Web Science Group, University of Mannheim, Germany · Analogue Circuits and Image Sensors, University of Siegen, Germany +1

  12. Quantifying How Training Gradient Sparsity Affect Spiking Neural Network Accuracy And Robustness

    Sep 28, 2025Nhan Trong Luu, Duong Trung LuuNeural Network GeneralizationNeural Network Robustness

    College of Information and Communication Technology, Can Tho University, Vietnam · College of Engineering and Computer Science, VinUniversity, Hanoi, Vietnam · Center of Digital Transformation and Communication, Can Tho University, Vietnam

  13. On the Interaction of Compressibility and Adversarial Robustness

    Jul 23, 2025Melih Barsbey, Antônio H. Ribeiro, Umut Şimşekli +1Neural Network RobustnessAdversarial Robustness

    Department of Computing, Imperial College London, UK · Department of Information Technology, Uppsala University, Sweden · INRIA, CNRS, Département d’Informatique de l’Ecole Normale Supérieure / PSL, France

  14. R2DN: Scalable Parameterization of Contracting and Lipschitz Recurrent Deep Networks

    Apr 1, 2025Nicholas H. Barbara, Ruigang Wang, Ian R. ManchesterNeural Network RobustnessRecurrent Neural Networks

    Australian Centre for Robotics (ACFR) and the School of Aerospace, Mechanical and Mechatronic Engineering, The University of Sydney, Australia

  15. Unified Enhancement of the Generalization and Robustness of Language Models via Bi-Stage Optimization

    Mar 19, 2025Yudao Sun, Juan Yin, Juan Zhao +3Adversarial TrainingNeural Network Generalization

    Department of New Networks, Peng Cheng Laboratory, Shenzhen 518055, China · Department of Industrial Systems Engineering and Management, National University of Singapore, Singapore 117576 · School of Data Science and Artificial Intelligence, Chang’an University, Shaanxi, 710064, China

  16. Large Pretraining Datasets Don't Guarantee Robustness after Fine-Tuning in Image Classification

    Oct 28, 2024Jaedong Hwang, Brian Cheung, Zhang-Wei Hong +3Neural Network RobustnessOOD Generalization

    Massachusetts Institute of Technology

  17. How Learning Dynamics Drive Adversarially Robust Generalization?

    Oct 10, 2024Yuelin Xu, Xiao ZhangAdversarial TrainingPAC-Bayesian Generalization Bounds

    CISPA Helmholtz Center for Information Security, Saarbrücken, Germany

  18. Training Verifiably Robust Agents Using Set-Based Reinforcement Learning

    Aug 17, 2024Manuel Wendl, Lukas Koller, Tobias Ladner +1RL ControlReinforcement Learning

    Technical University of Munich, Germany

  19. Interpreting Global Perturbation Robustness of Image Models using Axiomatic Spectral Importance Decomposition

    Aug 2, 2024Róisín Luo, James McDermott, Colm O'RiordanImage Corruption RobustnessNeural Network Robustness

    SFI Centre for Research Training in Artificial Intelligence · School of Computer Science, University of Galway

  20. Over-parameterization and Adversarial Robustness in Neural Networks: An Overview and Empirical Analysis

    Jun 14, 2024Srishti Gupta, Zhang Chen, Luca Demetrio +9Adversarial AttacksNeural Network Robustness

    Sapienza University of Rome, Rome, Italy. · University of Cagliari, Cagliari, Italy. · Northwestern Polytechnical University, Xi’An, China. +1

  21. Perturbation Effects on Robustness and Individual Fairness

    Apr 1, 2024Xuran Li, Hao Xue, Peng Wu +4Neural Network RobustnessAlgorithmic Fairness

    University of New South Wales Sydney, Australia · The Hong Kong University of Science and Technology Guangzhou, China · Key Laboratory of System Software, Institute of Software, Chinese Academy of Sciences Beijing, China +3

  22. Understanding Certified Training with Interval Bound Propagation

    Jun 17, 2023Yuhao Mao, Mark Niklas Müller, Marc Fischer +1Neural Network VerificationNeural Network Robustness

    Department of Computer Science, ETH Zürich, Swizterland

  23. Adversarial Rademacher Complexity of Deep Neural Networks

    Nov 27, 2022Jiancong Xiao, Yanbo Fan, Ruoyu Sun +1Neural Network GeneralizationNeural Network Robustness

    The Chinese University of Hong Kong, Shenzhen Shenzhen, China · Nanjing University Suzhou, China