Adversarial Transferability

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Period ending 2026-09-14

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  1. What Makes Adversarial Examples Transfer Across Deepfake Detectors?

    Sep 9, 2026Rafael M. Mamede, Pedro C. Neto, Ana F. SequeiraExplainable Deepfake DetectionDeepfake Detection

  2. AIA^{2}: Attribute-Agnostic Imbalance Augmentation for Subgroup Robustness

    Aug 31, 2026Hanshu Rao, Guangzeng Han, Xiaolei HuangSubgroup InformationClass Imbalance

  3. Learning with Bilevel-Minimax Optimization for Efficient and Reliable Transfer Attacks

    Aug 12, 2026Yaohua Liu, Yifan Guo, Jiaxin GaoAdversarial TransferabilityTransfer Learning

  4. Weak Adversarial Neural Pushforward Method for Boltzmann Equation

    Aug 7, 2026Jenia Fardousi Koly, Andrew Qing He, Wei CaiBoltzmann DistributionsBayesian Quadrature

  5. Dual-Attention and Adversarial Transfer Networks for Sim-to-Real Cross-Orientation Wireless Sensing

    Aug 6, 2026Linfeng Du, Kehan Wu, Tong Zhang +1Human Activity RecognitionSensing

  6. YOLOv14: Adaptive Real-Time Object Detection for Diverse Imaging Conditions

    Aug 5, 2026Jinling Jia, Jian Lu, Jone Yawl +1Yolo26Object Detection

  7. On the Implicit Flatness Bias of Sharpness-Aware Minimization: A Linear Stability Analysis with Quantitative Hyperparameter Bounds

    Aug 4, 2026Jiaxin Deng, Junbiao PangSharpness-Aware MinimizationFlat Minima

  8. Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models

    Aug 3, 2026Xuanhui Lin, Junhao Dong, Mingrong Gong +3Vision-LanguageAdversarial Transferability

  9. Efficient LLM Adversarial Training via Low-Rank Defense and Circuit-Guided Surrogates

    Jul 31, 2026Weiyi He, Yuping Lin, Jiliang Tang +1Language Model Evasion AttacksAdversarial Transferability

  10. CDAE: Enhancing Perturbation Robustness in Pretrained Language Models with Contrastive Denoising

    Jul 30, 2026Sina Heydari, Amirreza Abbasi, Mohsen Hooshmand +1Large Language Model PretrainingPerturbations

  11. The Noise Premium in Adversarial Training for Kernel Regression

    Jul 30, 2026Yiling Xie, Xiaoming HuoKernel Ridge RegressionAdversarial Training

  12. 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 TransferabilityMulti-Teacher Distillation

  13. Real-Time Hard Peak Age-of-Information Safety with No-Regret Learning

    Jul 30, 2026Wentao Zhang, Wentao MoDeadlinesSafety-Critical Scenarios

  14. IGME: Efficient Chained Method Ensemble for Transferable Semantic Segmentation Attacks

    Jul 29, 2026Mengqi He, Jing ZhangAdversarial TransferabilityTransferable Attack

  15. Ultraconstructive Model Theory via Bounded Adversarial Finite Structures

    Jul 27, 2026Mirco A. MannucciAdversariesAdversarial Transferability

  16. Multimodal Domain Generalization for Depression Detection: An Attention-Based BiLSTM Network with Domain-Adversarial Training

    Jul 24, 2026Ali Tabaraei, Federico Simonetta, Stavros NtalampirasDepression DetectionMultimodal Deep Learning

  17. Unsupervised Metal Artifact Reduction in Dental CBCT using Fine-tuned Cycle-Consistent Adversarial Networks

    Jul 23, 2026G. L. T. Chamika, S. N. A. Dhanapala, P. H. S. V. Nimalaweera +2Cone-Beam Computed TomographyMetal Artifact Reduction

  18. Breaking the Homogeneity Assumption: Specialized Multi-Generator Adversarial Learning for Rare Failure Detection in Predictive Maintenance

    Jul 21, 2026Alexis Lazanas, Georgios KampouropoulosPredictive MaintenanceAugmentation

  19. Dual Adversarial Fine-tuning for Enhancing Robustness of Large Vision Language Model

    Jul 21, 2026Sibo Wang, Jie Zhang, Shiguang Shan +2Large Vision Language ModelsAdversarial Transferability

  20. Decafs: Disentangled Conditional adversarial Flows

    Jul 21, 2026Anirudh jain, Sakshi Varshney, Samuel Kaski +1Generative Flow NetworksHigh-Fidelity Conditional Generation

  21. Lights, Camera, Malfunction: When Illumination Robustness Leaves VLA Models Blind to Color

    Jul 16, 2026Marino Watanabe, Takami Sato, Kentaro YoshiokaVision-Language-Action ModelsAdversarial Transferability

  22. Robustifying Vision-Language Models via Test-Time Prompt Adaptation

    Jul 10, 2026Xingyu Zhu, Huanshen Wu, Shuo Wang +4Vision-Language Model AdaptationAdversarial Transferability

  23. Efficient Safety Alignment of Language Models via Latent Personality Traits

    Jul 8, 2026Mohamed Amine Merzouk, Nolan Smyth, Damiano Fornasiere +3Safety AlignmentLarge Language Model Alignment

  24. AirflowAttack: Thermal-Airflow Adversarial Perturbations against Infrared Remote-Sensing Vision-Language Models

    Jul 7, 2026Cong Su, Jiaju Han, Xuemeng Sun +5Adversarial ExamplesLarge Vision Language Models

  25. RoME: Robust Mixture of Low-Rank Experts against Multiple Adversarial Perturbations

    Jul 7, 2026Woo Jae Kim, Kyle Min, Suhyeon Ha +2Adversarial TransferabilityMixture-of-Experts Models

  26. Binary Iterative Method for Non-targeted Adversarial Attack

    Jul 5, 2026Naman Goyal, Milan ChaudhariAdversarial ExamplesAdversarial Transferability

  27. A Step Towards Robust Unsupervised Domain Adaptation via Fine-Tuning and Reinforcement Learning

    Jul 3, 2026Sushant Dagaji Desale, Rahul Mishra, Ashutosh Kumar SinhaDomain AdaptationAdversarial Transferability

  28. Robustness Meets Uncertainty: Evidential Adversarial Training for Robust Selective Classification

    Jul 3, 2026Nicolas Sournac, Ahmed Baha Ben Jmaa, Bertrand BraeckeveldtAdversarial TrainingAdversarial Transferability

  29. TIER: Trajectory-Invariant Explanation Regularization for Membership Privacy

    Jul 3, 2026Varun Sharma, Kar Wai Fok, Vrizlynn L. L. ThingMembership Inference AttacksMembership Inference

  30. Homogenization of \ell_2-Adversarial Training in High-Dimensions: Exact Dynamics under Stochastic Gradient Descent

    Jun 30, 2026Fabrizzio SabelliStochastic Gradient DescentAdversarial Transferability

  31. Linguistic Bias Mitigation for Spoofing Detection via Gradient Reversal and A Variational Information Bottleneck

    Jun 30, 2026Anh-Tuan Dao, Driss Matrouf, Mickael Rouvier +1Spoofed SpeechLinguistics

  32. MAPE: Defending Against Transferable Adversarial Attacks Using Multi-Source Adversarial Perturbations Elimination

    Jun 30, 2026Xinlei Liu, Jichao Xie, Tao Hu +4Adversarial TransferabilityModel-Agnostic Defense

  33. ASTAD: Asymmetric Style Transfer for Synthetic-to-Real Adaptation in Autonomous Driving

    Jun 28, 2026Dingyi Yao, Xinqi Zhang, Lihui Peng +3Synthetic-To-Real Domain GapAutonomous Driving

  34. Improving Adversarial Robustness via Activation Amplification and Attenuation

    Jun 26, 2026Taïga Gonçalves, Yongsong Huang, Tomo Miyazaki +1Adversarial TransferabilityResponse Magnitude

  35. Adversarial Contamination Meets Hard Thresholding: An Iterative Algorithm with Signal Adaptivity and Minimax Optimality

    Jun 26, 2026Shixiang Liu, Hanming YangContaminationMultilevel Image Thresholding

  36. AEGIS: A Semantic GAN and Evidential Learning Frameworkfor Robust Adversarial Detection in Vision Sensors

    Jun 25, 2026Maher Boughdiri, Mounira Msahli, Albert BifetAdversarial TransferabilityVision Sensors

  37. Dual-Branch Cross-Projection Debiasing through Diffusion-based Disentanglement

    Jun 23, 2026Xiangqian Zhao, Xinyang Jiang, Zhipeng Xu +5Bias MitigationUnsupervised

  38. Enforcing Human-like Kinematics in Dexterous Piano Playing via Adversarial Posture Regularization

    Jun 22, 2026Bin Qiu, Yanming Shao, Guanyu Cai +1Dexterous Robot HandsPiano

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

    Jun 21, 2026Yuhang Jiang, Xiaojing ChenAdversarial TransferabilityAdversarial Examples

  40. Reliability-Guided Adaptive Ensembling for Robust Test-Time Adaptation

    Jun 21, 2026Adam Koziak, Yuhong GuoStable Test-Time AdaptationContinual Test-Time Adaptation

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

    Jun 16, 2026Mengda Xie, Yiling He, Meie FangAdversarial TransferabilityTransferable Attack

  42. MorphStrata: Layer-Specific Perturbations for Generating Morphence Students in Time-Series Moving Target Defense

    Jun 16, 2026Abhishek Bhardwaj, Arnav Doshi, Anusri Nagarajan +5Adversarial TransferabilityThreat Models

  43. ROMPAR: Morphological Completion and Demographic Unlearning for Romanian-Accented Speech Recognition

    Jun 14, 2026Andrei-Marius Avram, Aureliu-Valentin Antonie, Ştefan-Bogdan Badea +3Automatic Speech Recognition SystemsText Corpora

  44. TriAdReview: Triangular Adversarial Review Architecture for Multi-Model Technical Document Generation

    Jun 13, 2026Zhiqiang Zhou, Junliang Dai, Xu LingArtificial Intelligence ReviewersAdversarial Evaluation

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

    Jun 12, 2026Zhiyuan Ye, Xiangyu Zhou, Ji Qi +2Adversarial TransferabilityResnet-18

  46. From Attacks to Curricula: Learnability-Guided Adversarial Training for Safe Autonomous Driving

    Jun 12, 2026Yuewen Mei, Tong Nie, Jie Sun +3Autonomous DrivingAdversarial Training

  47. Contrast-Informed Augmentation and Domain-Adversarial Training for Adult-to-Neonatal MR Reconstruction Generalization

    Jun 11, 2026Stephen Moore, Lara Leijser, Richard Frayne +1Adaptive Histogram EqualizationAdversarial Transferability

  48. Vision-Encoder Behavioral Fingerprints of Image-to-Image Generative Models: A Training-Paradigm-Driven Taxonomy of Six Commercial APIs

    Jun 10, 2026Hunter HillAdversarial TransferabilityFingerprint

  49. Reinforcement Learning Disrupts Gradient-Based Adversarial Optimization

    Jun 10, 2026Xinhai Zou, Chang Zhao, Alireza Aghabagherloo +3Adversarial TransferabilityAdversarial Training

  50. Improving Adversarial Transferability on Vision-Language Pre-training Models via Surrogate-Specific Bias Correction

    Jun 9, 2026Lijia Yu, Jiuxin Cao, Yuchen Qiang +3Vision-Language Model AdaptationAdversarial Transferability

  51. Hybrid Robustness Verification for Spatio-Temporal Neural Networks

    Jun 8, 2026Sherwin Varghese, Matthew Wicker, Alessio LomuscioNeural Network VerificationAdversarial Transferability

  52. The Confidence Trap: Calibration Attacks for Graph Neural Networks

    Jun 7, 2026Cuong Dang, Jiahao Zhang, Hieu Ta Quang +3Graph Neural NetworksAdversarial Transferability

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

    Jun 5, 2026Sunoh Kim, Daeho UmVision-Language Model AdaptationAdversarial Transferability

  54. ZERO-APT: A Closed-Loop Adversarial Framework for LLM-Driven Automated Penetration Testing under Intelligent Defense

    Jun 4, 2026Anlan Zheng, Tiantian ZhuPenetration TestingAlgorithm Auditing

  55. Adaptive Causal Alignment for High-Confidence Adversarial Training

    Jun 2, 2026Zhiming Luo, Kejia Zhang, Yingxin Lai +3Adversarial TransferabilityCounterfactual Learning

  56. Repurposing Adversarial Perturbations for Continual Learning: From Defense to Active Alignment

    Jun 1, 2026Ran Liu, Min Yu, Mingqi Liu +7Efficient Continual LearningContinual Learning Methods

  57. A combination of noise and bilateral filters achieve supralinear and scalable adversarial robustness in CNNs

    Jun 1, 2026Nicolas Stalder, Benjamin F. Grewe, Matteo Saponati +1Adversarial TransferabilityConvolutional Neural Networks

  58. Sensitivity as a Double-Edged Sword: A Trade-off Between Discriminability and Adversarial Robustness

    Jun 1, 2026Kai WangAdversarial TransferabilityTime-Step-Wise Learnable Surrogate Gradient Function

  59. SORA: Free Second-Order Attacks in Fast Adversarial Training

    May 30, 2026Mazdak Teymourian, Ramtin Moslemi, Farzan Rahmani +1Adversarial TransferabilityAdversarial Training

  60. Harnessing non-adversarial robustness in large language models

    May 28, 2026Qinghua Zhou, Ellina Aleshina, Andrey Lovyagin +6PerturbationsAdversarial Transferability