Neural Network Robustness

Ask about this topic

Momentum

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

Jul 13Week of Sep 28
View on map

Latest papers 173

All topics
CardsList

  1. Robust Onion: Peeling Open Vocab Object Detectors Under Noise

    Jun 25, 2026Priyank Pathak, Mukilan Karuppasamy, Aaditya Baranwal +2Open-Vocabulary Object DetectionVLM Robustness

    UCF Institute of Artificial Intelligence, University of Central Florida (UCF)

  2. At the Edge of Understanding: Sparse Autoencoders Trace The Limits of Transformer Generalization

    Jun 24, 2026Praneet Suresh, Jack Stanley, Sonia Joseph +2Distribution Shift RobustnessTransformer Interpretability

    Mila Quebec AI Institute · Meta AI · Sapient Intelligence

  3. Decoherence as Defence and the Magnitude of Noise Regularisation: A Rigorous N -Qubit Theory of Stochastic Quantum Neural Networks for Adversarially Robust Network Intrusion Detection

    Jun 23, 2026Gautier-Edouard Edouard FilardoNetwork Intrusion DetectionNeural Network Robustness

    CREOGN · Efrei Research Lab, Efrei Paris Panth´eon-Assas Universit´e, Villejuif, France

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

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

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

  5. Discovering Latent Groups for Robust Classification

    Jun 22, 2026Ankur Garg, Ulrich Aïvodji, Samira Ebrahimi Kahou +1Interpretable MLNeural Network Robustness

  6. Robust Diffusion Models via Divergence-Induced Weighted Denoising

    Jun 21, 2026Lei Li, Yuexiao DongNeural Network RobustnessRobust Loss Functions

    LunarAI LLC · Newark, DE 19702 · Fox School of Business +1

  7. The Scissors Effect: When Resize-Based Input Diversity Helps or Hurts Transfer Attacks

    Jun 21, 2026Yuhang Jiang, Xiaojing ChenNeural Network RobustnessAdversarial Robustness

    University of Trento · Anhui University

  8. FLYNN: Robust Neural Network for Robot Navigation using Fly Brain Topology

    Jun 21, 2026Benquan Wang, Jingdao ChenRobot NavigationNeural Network Robustness

    Department of Computer Science Engineering, Mississippi State University, Mississippi State, MS 39762, USA

  9. Robustness Cannot be Reduced to Regularization: Studying Adversarial Training Beyond the Linear Case

    Jun 19, 2026David A. R. Robin, Rafael Pinot, Yann ChevaleyreAdversarial TrainingNeural Network Robustness

    LAMSADE, Dauphine · Universit´e Paris Dauphine PSL Research University · LPSM, Jussieu +1

  10. Convex training of Lipschitz-regularized shallow neural networks

    Jun 17, 2026Chao Yin, Antoine Lesage-LandryAdversarial TrainingShallow Neural Networks

    Polytechnique Montr´eal, GERAD & Mila, Montr´eal, QC, Canada, H3T 1J4.

  11. Some Complexity Results for Robustness Verification for Binarized Neural Networks

    Jun 17, 2026Harshit Goyal, Sudakshina DuttaNeural Network VerificationBinary Neural Networks

    Indian Institute of Technology Goa

  12. A Red-Team Study of Anthropic Fable 5 & Opus 4.8 Models

    Jun 16, 2026Nicola FrancoLanguage Model Safety EvaluationNeural Network Robustness

    Head of AI Security Lab The Italian Institute of Artificial Intelligence (AI4I) Corso Castelfidardo 22, 10129 Turin, Italy

  13. TaFD: Threat-Aware Frequency Decoupling for Adversarial Robustness against Heterogeneous Attacks

    Jun 16, 2026Mengda Xie, Yiling He, Meie FangAdversarial TrainingFrequency-Domain Feature Learning

    School of Computer Science and Cyber Engineering, Guangzhou University, Guangzhou, Guangdong, China · Information Security Research Group, University College London, London, United Kingdom

  14. 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 +3Neural Network GeneralizationNeural Network Robustness

    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

  15. Neural Bayesian Anomaly Mitigation: A Robust Loss that Doubles as an Unsupervised Contamination Classifier

    Jun 15, 2026S. A. K. Leeney, W. J. Handley, H. T. J. Bevins +1Neural Network RobustnessNoisy-Label Learning

    Astrophysics Group, Cavendish Laboratory University of Cambridge · Institute of Astronomy University of Cambridge

  16. GRAPE: Guided Parameter-Space Evolution for Compact Adversarial Robustness

    Jun 12, 2026Zhiyuan Ye, Xiangyu Zhou, Ji Qi +2Adversarial TrainingNeural Network Robustness

    University of Science and Technology of China · China Mobile · 2China Mobile (Suzhou) Software Technology Co., Ltd.

  17. Neural Variability Enhances Artificial Network Robustness

    Jun 11, 2026Robin Preble, Praveen Venkatesh, Stefan Mihalas +1Distribution Shift RobustnessNeural Network Robustness

    Department of Computer Science, Western Washington University, Bellingham, WA 98225 · Allen Institute, Seattle, WA 98195

  18. Robustness Verification of Recurrent Neural Networks with Abstraction Refinement

    Jun 10, 2026Li-Jen Lin, Chih-Duo HongNeural Network VerificationNeural Network Robustness

    Dept. of Management Information Systems National Chengchi University Taipei, Taiwan

  19. Risk Under Pressure: Compute-Aware Evaluation of Adversarial Robustness in Language Models

    Jun 9, 2026Malikeh Ehghaghi, Boglárka Ecsedi, Marsha Chechik +1LLM AlignmentNeural Network Robustness

    University of Toronto · Vector Institute · Hugging Face

  20. Energy-Conserved Neural Pipelines: Attenuating Error Propagation in Modular Neural Networks via Physical Conservation Constraints

    Jun 9, 2026David Young, Swan Yi HtetNeural Network RobustnessNoise Robustness

    ORION Robotics

  21. Learning from almost nothing: How neural networks survive heavy input corruption

    Jun 9, 2026Justin Tahmassebpur, Asadullah Bhuiyan, Hyejin Kim +1Neural Network GeneralizationMultilayer Perceptrons

    Department of Applied and Engineering Physics, Cornell University, Ithaca, NY 14853, USA · Department of Physics, Cornell University, Ithaca, NY 14853, USA

  22. Small Data, Big Noise: Adversarial Training for Robust Parameter-Efficient Fine-Tuning

    Jun 9, 2026Eitan Cohen, Idan Simai, Uri ShahamAdversarial TrainingNeural Network Robustness

    Bar-Ilan University · Ramat Gan, Israel

  23. Hybrid Robustness Verification for Spatio-Temporal Neural Networks

    Jun 8, 2026Sherwin Varghese, Matthew Wicker, Alessio LomuscioNeural Network VerificationNeural Network Robustness

    Imperial College London, United Kingdom

  24. Muon Learns More Robust and Transferable Features than Adam

    Jun 8, 2026Tianyu Ruan, Fengzhuo Zhang, Shuche Wang +1Representation LearningNeural Network Robustness

    Yale University · University of Chinese Academy of Sciences · Academy of Mathematics and Systems Science, CAS +1

  25. JGRA: Jacobian Geometry Robustness Assessment in NISQ Noise-Aware Quantum Neural Networks

    Jun 8, 2026Gianluca Scanu, Luca Barletta, Stefano RiniNeural Network RobustnessQuantum Machine Learning

    Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, 20133 Milan, Italy. · Department of Electrical and Computer Engineering, National Yang Ming Chiao Tung University (NYCU), Hsinchu, Taiwan.

  26. Adversarial Robustness of Activation Steering in Large Language Models

    Jun 5, 2026Kien Le, Thai LeLLM EvaluationLanguage Model Steering

    Independent Researcher · Indiana University

  27. SS-TPT: Stability and Suitability-Guided Test-Time Prompt Tuning for Adversarially Robust Vision-Language Models

    Jun 5, 2026Sunoh Kim, Daeho UmVLM RobustnessVLM Adaptation

    Dankook University, Yongin, South Korea · University of Seoul, Seoul, South Korea

  28. GuardNet: Ensemble Strategies of Shallow Neural Networks for Robust Prompt Injection and Jailbreak Detection

    Jun 4, 2026Paulo Ricardo Ferreira Neves, Edson Rodrigues da Cruz Filho, Paulo Henrique Eleuterio Falsetti +7LLM GuardrailsNeural Network Robustness

    Quickium Technology Ltd. – Piracicaba, São Paulo · Federal Institute of Education, Science and Technology of São Paulo (IFSP) – Piracicaba Campus – São Paulo · Federal University of São Carlos (UFSCar) – Sorocaba Campus – São Paulo

  29. Measuring Model Robustness via Fisher Information: Spectral Bounds, Theoretical Guarantees, and Practical Algorithms

    Jun 3, 2026Chong Zhang, Xiang Li, Jia Wang +2Neural Network RobustnessAdversarial Robustness

    Xi’an Jiaotong-Liverpool University · The Chinese University of Hong Kong

  30. Low-Frequency Shortcuts in Texture-Driven Visual Learning

    Jun 2, 2026Utku Şirin, Cathy Hou, David Alvarez-Melis +1Distribution Shift RobustnessFrequency-Domain Feature Learning

    Harvard University