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. Pretraining Shapes Spectral Structure: Architecture- and Strategy-Conditional Prediction of OOD Robustness in Foundation Models

    Oct 7, 2026Sangyoon Bae, Sk Miraj Ahmed, Shinjae Yoo +1OOD GeneralizationNeural Network Robustness

    Interdisciplinary Program in Artificial Intelligence Seoul National University Seoul, 08826, South Korea · Computational Science Initiative Brookhaven National Laboratory Upton, New York, 11973, USA · Department of Psychology Seoul National University Seoul, 08826, South Korea

  2. Targeted search shows that random-device testing underestimates worst-case error in a simulated wave-based neural operator

    Oct 5, 2026Samrendra Roy, Jason Yoo, Souvik Chakraborty +1Fourier Neural OperatorUncertainty Quantification

    Department of Nuclear, Plasma, and Radiological Engineering, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA · Department of Applied Mechanics, Indian Institute of Technology Delhi, Hauz Khas, New Delhi 110016, India · Yardi School of Artificial Intelligence (ScAI), Indian Institute of Technology Delhi, Hauz Khas, New Delhi 110016, India +1

  3. Lipschitz Thinking: Ten Years of Certifiable-by-Design Robust Neural Networks

    Oct 5, 2026Fabio Brau, Giorgio Piras, Maura Pintor +1Neural Network RobustnessCertified Robustness

    Department of Electrical and Electronic Engineering, University of Cagliari, Cagliari, Italy

  4. HiER-BLS: A Hierarchy-Guided and Error-Correcting Robust Incremental Broad Learning System

    Oct 5, 2026Gongli Zhang, C. L. Philip Chen, Zhulin LiuHierarchical Representation LearningNeural Network Robustness

    Guangdong Provincial Key Laboratory of Computational AI Models and Cognitive Intelligence, the School of Computer Science and Engineering, South China University of Technology, Guangzhou 510006, China, also with the Pazhou Lab, Guangzhou 510335, China, and also with the Engineering Research Center of the Ministry of Education on Health Intelligent Perception and Paralleled Digital-Human, Guangzhou 510641, China

  5. FairRSFM: A Biome-Aware Benchmark and Debiasing Framework for Remote Sensing Foundation Models

    Oct 5, 2026Md Aminur Hossain, Omkumar Vaghasiya, Rajeev Ranjan Dwivedi +2Geospatial Foundation ModelsNeural Network Robustness

    Space Applications Centre, ISRO, Ahmedabad, India · Indian Institute of Science Education and Research Bhopal, Bhopal, India · Centre of Studies in Resources Engineering (CSRE), Indian Institute of Technology Bombay, India

  6. Towards Robust Time Series Learning via Capacity-Centric Modulation

    Sep 30, 2026Siru Zhong, Senzhang Wang, James T. Kwok +1Time Series ClassificationNeural Network Robustness

    Data Science & Analytics Thrust, The Hong Kong University of Science and Technology (GZ), Guangzhou, China · School of Computer Science & Engineering, Central South University, Changsha, China · Dept. of Computer Science & Engineering, The Hong Kong University of Science and Technology, Hong Kong

  7. Where Does Randomness Matter in Neural Cellular Automata?

    Sep 29, 2026Fei Zuo, Jiaqi Shi, Yujing LiuNeural Cellular AutomataCellular Automata

    Fudan University · Independent Researcher · Shanghai Pupuda Culture Communication Co., Ltd.

  8. When Should a Satellite Estimate Be Changed? Stress-Testing Neural Corrections for Evapotranspiration

    Sep 28, 2026Marco TrottaAgricultural Remote SensingNeural Network Robustness

    Irrigant, Idaho, USA

  9. CLAD: Constrained Abstract Domain for Neural Network Verification

    Sep 28, 2026Hai Duong, Thanh Le, ThanhVu NguyenNeural Network VerificationNeural Network Robustness

    Department of Computer Science George Mason University Fairfax, VA, USA · Unaffiliated Yokosuka, Japan

  10. Virtual neural networks: hundreds of souls in a body

    Sep 21, 2026Petr Hurtik, Marek Vajgl, Zahra Alijani +1Neural Network RobustnessDeep Ensembles

    Centre of Excellence IT4Innovations, Institute for Research and Applications of Fuzzy Modeling, University of Ostrava, 30. dubna 22, Ostrava, Czech Republic

  11. Training-Adaptive Convolutional Sparse Coding via Information Bottleneck for Robust Visual Representation

    Sep 16, 2026Meng'en Qin, Yinchen Liu, Mingxuan Cui +1Representation LearningTest-Time Adaptation

    Faculty of Computer Science and Artificial Intelligence, Shenzhen University of Advanced Technology, Shenzhen, China · School of Mathematical Sciences, University of Electronic Science and Technology of China, Chengdu, China · School of Mathematics, Shandong University, Jinan, China

  12. SAM-on-the-Curve: Sharpness-Aware Mode Connectivity for Robust Weight-Space Interpolation

    Sep 15, 2026Alejandro Calatrava, Xu Zhang, Ren WangMode ConnectivityNeural Network Robustness

  13. Self-Supervised Learning for Robust Resonance Mass Regression in Cascade Decays

    Sep 15, 2026Ho Fung Tsoi, Alex Yang, Luis Felipe Gutierrez Zagazeta +2Neural Network RobustnessHigh-Energy Physics

    Department of Physics and Astronomy University of Pennsylvania, USA · Department of Physics Kyoto University, Japan

  14. Beyond Noise: Understanding and Overcoming Temperature Effects in Analog DNN Inference

    Sep 14, 2026Niklas Summ, Xiao Wang, Hendrik Borras +2Neural Network RobustnessModel Calibration

    Hardware and Artificial Intelligence Lab, Institute of Computer Engineering, Heidelberg University, Germany

  15. Real-Time Neuromorphic Spectrum Intelligence Simulator

    Sep 1, 2026Navaneetha Krishnan KamalakannanNeural Network RobustnessSpiking Neural Networks

    SIMATS Engineering Saveetha University

  16. Reliability analysis for BraTS-GoAT segmentation: a controlled robustness study of deep-ensemble uncertainty

    Aug 13, 2026Riya Deepak Shet, Le ZhangUncertainty QuantificationNeural Network Robustness

    Department of Cancer and Genomic Sciences, School of Medical Sciences, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom · Department of Electronic, Electrical and Systems Engineering, School of Engineering, College of Engineering and Physical Sciences, University of Birmingham, Birmingham, United Kingdom

  17. Branch and Bound for Relational Verification of Neural Networks

    Aug 13, 2026Kota Fukuda, Zhenya Zhang, Guanqin Zhang +1Neural Network VerificationNeural Network Robustness

    Graduate School and Faculty of Information Science and Electrical Engineering, Kyushu University, Fukuoka, Japan · National Institute of Informatics, Tokyo, Japan · UNSW Sydney, Australia

  18. SeFaR: Semantic Feature-aware Robustness Testing of Deep Neural Networks

    Aug 10, 2026Nusrat Jahan Mozumder, Divya Gopinath, Corina Pasareanu +1Neural Network VerificationNeural Network Robustness

    University of Virginia · USA · KBR Inc., NASA Ames +1

  19. 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

  20. The Spectral Neuron

    Aug 8, 2026Alex ShtoffNeural Network RobustnessNeural Network Interpretability

    Technology Innovation Institute

  21. Uncertainty-Aware Ensemble Deep Randomized Neural Networks for Classification

    Aug 7, 2026M. Sajid, A. Quadir, A. Rahaman +2Ensemble LearningNeural Network Robustness

    Indian Institute of Technology Indore, Simrol, Indore, India · Qatar University, Qatar

  22. Suppress and Diversify: Refining Robust Pathways for Corruption Robustness

    Aug 7, 2026Jiangang Yang, Wenhui Shi, Xiaoran Xu +4Image Corruption RobustnessNeural Network Robustness

    Institute of Microelectronics, Chinese Academy of Sciences, Beijing, China · University of Chinese Science, Beijing, China

  23. Different Perturbations, Different Mechanisms: Understanding Continued Pre-training for Zero-Shot Dialect Robustness

    Aug 6, 2026Aarohi Srivastava, David ChiangLanguage Model PretrainingMultilingual Language Models

    Computer Science and Engineering University of Notre Dame Notre Dame, IN, USA

  24. Robustness Emerges Early in Training Dynamics, but Is Not Preserved

    Aug 5, 2026Jiangang Yang, Wenhui Shi, Lu Hu +2Distribution Shift RobustnessRepresentation Learning

    Institute of Microelectronics, Chinese Academy of Sciences, Beijing, China · University of Chinese Academy of Sciences, Beijing, China

  25. Understanding Fault Tolerance of Adversarially Robust Pruned Models

    Aug 4, 2026Manali Dangarikar, Cory MerkelAdversarial TrainingNeural Network Robustness

    Brain Lab Rochester Institute of Technology Rochester, NY, USA

  26. Subtype Robustness Is Not Just Accuracy: Calibration Under Unseen Subtype Shift

    Aug 2, 2026Hanyu Su, Carlota Julbe i Juanola, Yibo HuDistribution Shift RobustnessNeural Network Robustness

    Illinois Institute of Technology

  27. The Grokked Illusion: True Equilibrium Mitigates Catastrophic Forgetting

    Jul 31, 2026Xiaotian Zhang, Lai Shun Chan, Yue Shang +2Neural Network RobustnessCatastrophic Forgetting

    Department of Physics, City University of Hong Kong, Hong Kong, China · Department of Physics and Astronomy, University of Pennsylvania, Philadelphia, PA, USA · Innovation Campus Delaware, Air Liquide, Newark, DE, USA

  28. Improving the Robustness/Accuracy Tradeoff Against Adversarial Attacks Using Information Bottleneck Distillation Through Dual Teachers

    Jul 30, 2026Vincent Ryusuke Takahashi, Yoshinari Takeishi, Jun'ichi Takeuchi +1Adversarial TrainingNeural Network Robustness

    Joint Graduate School of Mathematics for Innovation Kyushu University · Faculty of Information Science and Electrical Engineering Kyushu University · Université Savoie Mont Blanc

  29. Anti-Backdoor Coreset Selection via Cumulative Entropy

    Jul 28, 2026Qi Zhao, Christian WressneggerNeural Network RobustnessTraining Data Selection

    KASTEL Security Research Labs, Karlsruhe Institute of Technology (KIT)

  30. A Distributional Robustness Margin For Pathology Foundation Models

    Jul 28, 2026Clément Grisi, Jeroen van der Laak, Geert LitjensDistribution Shift RobustnessNeural Network Robustness

    Department of Pathology, Radboud University Medical Center, Nijmegen, The Netherlands