Adversarial Training

Ask about this topic

Momentum

31 papers in the last four weeks, up 210% on the four weeks before. 0.3% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 218

All topics
CardsList

  1. Adversarially Trained Linear Transformers Are Optimal Robust In-Context Learners for Gaussian Mixtures

    Oct 6, 2026Soichiro KumanoAdversarial TrainingParameter-Efficient Adaptation

    LY Corporation

  2. PhaseAT: Fourier Phase Adversarial Training for Medical Image Domain Generalization

    Oct 1, 2026Ahmed Sharshar, Asif Hanif, Naveen Kumar Kummari +2Multimodal Domain GeneralizationMedical Images

    Division of Computing and Mathematical Sciences Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE

  3. Multi-Party Backchannel Prediction: a Diagnosis, a Benchmark, and a Ceiling

    Oct 1, 2026Mohammed Hafsati, Ahmed LoughzaliSpeakerChannel

    Enchanted Tools · Enchanted Tools IMT Nord Europe

  4. Rate-Optimal Algorithm for Adversarial Linear CMDPs

    Oct 1, 2026Kihyun Yu, Honghao Wei, Dabeen LeeMarkov Decision ProcessesPrimal-Dual Methods

    KAIST · Washington State University · Seoul National University

  5. Don't Waste the Noise: Importance-Guided Perturbation Allocation under Joint Global and Local Constraints

    Oct 1, 2026Melika Shirian, Kianoosh VadaeiAdversarial TrainingQuadratic Slack Penalty

    Independent Researcher

  6. Probabilistic Adversarial Training

    Sep 30, 2026Andi Zhang, Xingyu Zhao, Siddartha KhastgirAdversarial TrainingKullback-Leibler Divergence

    WMG, University of Warwick · Wuhan University

  7. Distributionally robust linear regression through the lens of adversarial training

    Sep 30, 2026Elis Stefansson, David Vävinggren, Antônio H. RibeiroDistributionally-Robust OptimizationRobust Optimization

    Uppsala University, Sweden · Science for Life Laboratory, Sweden

  8. Uncertainty-Aware Consistency Distillation for Few-Step Video Generation

    Sep 30, 2026Lingyu Liu, Yaxiong Wang, Li Zhu +1Dataset DistillationAdversarial Training

    School of Software Xi’an Jiaotong University Xi’an, China. · School of Computer and Information Science Hefei University of Technology Hefei, China. · Faculty of Science and Technology, and Institute of Collaborative Innovation University of Macau Macau, China.

  9. Anchoring Adversarial Trajectories to Data Manifolds: A Bilevel Transfer Optimization Framework

    Sep 30, 2026Yaohua Liu, Yifan Guo, Jiaxin GaoAdversarial TrainingBilevel Optimization

    The University of Hong Kong Hong Kong, China · International School of Information Science & Engineering Dalian University of Technology, Dalian, China · The Hong Kong Polytechnic University Hong Kong, China

  10. Adversarial Training for Pixel Diffusion

    Sep 29, 2026Xin Lin, Zhifei Zhang, Yuqian Zhou +4Adversarial TrainingSupervised Finetuning

    UC San Diego · Adobe Research · Work done during an internship at Adobe Research +1

  11. DMA2^2: Pixel-space Distribution Matching with Adversarial and Anchor Losses

    Sep 29, 2026Xin Lin, Zhifei Zhang, Yuqian Zhou +6Latent Diffusion ModelDistribution Matching Distillation

    UC San Diego · Adobe Research · University of Virginia +1

  12. Mutually Adversarial Self-Training with Evolving Data for Unified Multimodal Models

    Sep 28, 2026Wentao Zhou, Weijie Gan, Jiayun WangMultimodal ModelAdversarial Training

    Georgia Institute of Technology · Washington University in St. Louis

  13. Improving scalable oversight with co-trained monitors

    Sep 28, 2026Joseph H. Rudoler, Kevin Tan, Benedict Tessler +2Scalable OversightProcess-Level Supervision

    University of Pennsylvania

  14. Adversarial Consistency-Guided Representation Learning for Multi-view Clustering

    Sep 28, 2026Yuchen Lin, Kunpeng Xu, Ying Fang +1Multi-ViewClustering

    School of Computer and Cyber Security, Fujian Normal University, Fuzhou 350000, China · Digital Fujian Internet-of-Things Laboratory of Environmental Monitoring, Fujian Normal University, Fuzhou 350000, China · School of Computer Science, McGill University, Montreal H3A 2A7, Quebec, Canada

  15. Can Attack Difficulty Be Characterized Before Optimization? A Study of Pre-optimization Difficulty in Person-Vanishing Attacks

    Sep 28, 2026Jingyao Xu, Dongdong Wang, Siyang LuBlack-Box Adversarial AttacksAdversarial Training

    School of Computer Science and Technology, Beijing Jiaotong University · College of Design, Construction, and Planning, University of Florida

  16. Does Adversarial Training Improve Generalization in Multi-View VLAs? Revealing and Mitigating View Collapse

    Sep 27, 2026Futa Waseda, Shuhei Kurita, Isao EchizenDiffusion-Based Vision-Language-ActionsVision-Language Model Adaptation

    National Institute of Informatics Tokyo, Japan

  17. AERIAL: Adversarial Evaluation of Robustness in Accuracy-Preserving Low-Precision EEG Decoders

    Sep 24, 2026Saim Rehman, Muhammad ShafiqueBrain-Computer InterfaceElectroencephalography Decoding

    eBRAIN Lab, Division of Engineering, New York University Abu Dhabi (NYUAD), Abu Dhabi, UAE

  18. LEAP-CBF: A Safety Filter for Uncertain Systems with Least-Effort Adversarial Potentials

    Sep 23, 2026Oswin So, Eric Yu, Chuchu FanSafety FiltersUncertain

    Massachusetts Institute of Technology.

  19. HYDRA: Proactive Android Malware Drift Adaptation via Hierarchical Graph Contrastive Learning

    Sep 22, 2026Han Chen, Hanchen Wang, Hongmei Chen +3MalwareAdversarial Training

    University of Technology Sydney Sydney, New South Wales, Australia · Yunnan University Kunming, Yunnan, China · University of New South Wales Sydney, New South Wales, Australia

  20. Exploring Solver-Level Warmstarting for Neural Network Verification

    Sep 22, 2026Annelot Bosman, Minghao Liu, Marta Kwiatkowska +2Neural Network VerificationNeural Solvers

    Leiden Institute of Advanced Computer Science, Leiden · University of Oxford, United Kingdom · Chair for AI Methodology, RWTH Aachen University, Germany +1

  21. Tail-Weight Control and Localized Generalization in Nearly Low-Rank Adversarial Classification

    Sep 20, 2026Kunyu Wang, Dehan Wang, Wenjun ChenAdversarial TrainingAdversarial Examples

    The Chinese University of Hong Kong · Columbia University

  22. StyleAT: Defending Face Recognition Against Semantic Attacks

    Sep 20, 2026Ben Shapira, Roi Cohen, Shang-Tse Chen +1Black-Box Adversarial AttacksAdversarial Training

    Tel Aviv University Tel Aviv, Israel · HPI / University of Potsdam Potsdam, Germany · National Taiwan University Taipei, Taiwan

  23. Generating Heterogeneous 3D Geological Microstructures from 2D Images via a Stable Diffusion-Adversarial Model

    Sep 17, 2026Ali Aouf, Eric Laloy, Bart Rogiers +1Porous MediaAdversarial Training

  24. Robust Workflow Generation via Adversarial Learning for Audio Deepfake Detection

    Sep 17, 2026Xiang Li, Pin-Yu Chen, Wenqi WeiEnvironmental Sound Deepfake DetectionAudio Deepfake Detection

    Department of Computer Science and Information, Fordham University, NY, USA · IBM Research, Yorktown Heights, NY, USA

  25. Admissable: Training Reinforcement Learning Agents against Adversarial Missingness

    Sep 14, 2026Paul Stahlhofen, Luca Hermes, Tim Kochs +2Adversarial TrainingOffline Reinforcement Learning

    Bielefeld University

  26. A Unified and Constrained View of Regularization-Based Robust Reinforcement Learning

    Sep 14, 2026Amine Andam, Jamal Bentahar, Mustapha HedabouRegularizationAdversarial Training

    Mohammed VI Polytechnic University · Khalifa University · Concordia University

  27. Recurrent Dynamic Range Extension

    Sep 14, 2026Sebastian Dille, Keru Fu, S. Mahdi H. Miangoleh +1High Dynamic RangeDeterministic Reconstruction

    Computational Photography Lab., Simon Fraser University, Canada

  28. Robust Policy Optimization via Adversarial Importance Sampling

    Sep 14, 2026Amine Andam, Jamal Bentahar, Mustapha HedabouOffline Reinforcement LearningAdversarial Training

    Mohammed VI Polytechnic University · Khalifa University · Concordia University

  29. Unified CT and MRI Pancreas Segmentation for Label-Efficient Cross-Modality Subregion Transfer

    Sep 14, 2026Ziliang Hong, Hongyi Pan, Halil Ertugrul Aktas +7Cross-ModalityMagnetic Resonance Imaging

    Department of Radiology, Northwestern University, Chicago, IL, USA · Division of Gastroenterology and Hepatology, Mayo Clinic Florida, Jacksonville, FL, USA · Department of Gastroenterology and Hepatology, Northwestern University, Chicago, IL, USA

  30. What Makes Adversarial Examples Transfer Across Deepfake Detectors?

    Sep 9, 2026Rafael M. Mamede, Pedro C. Neto, Ana F. SequeiraDeepfake DetectionAdversarial Examples

    INESC TEC, Porto, Portugal · Faculty of Engineering, University of Porto (FEUP), Porto, Portugal · Unilabs, Porto, Portugal

  31. Adversarial Training for Tabular Credit Scoring: A Multi-Attack Robustness Evaluation in P2P Lending

    Sep 9, 2026Gijs A. F. Niewzwaag, Marijn G. S. Veth, Manuele Massei +1Adversarial TrainingPeer-To-Peer

    University of Twente, Faculty of Behavioural, Management and Social Sciences, Department of High-Tech Business and Entrepreneurship, AE Enschede, 7500, Netherlands

  32. Neither Adversarial Training Nor Purification: Emergent Adversarial Robustness from Oscillatory Predictive Learning

    Sep 8, 2026Mohammed-Yassine Habibi, Klea Ziu, Martin Takáč +1Adversarial TrainingComputer Vision

    Ecole polytechnique, IPP, France · Ecole Nationale des Ponts et Chaussées, IPP, France · Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE +1

  33. An Adversarial Zero-Shot Learning Approach for Anomaly Detection in Multivariate IoT Traffic Data

    Sep 3, 2026Mahshid Rezakhani, Tolunay Seyfi, Fatemeh AfghahMultimodal Anomaly DetectionInternet Of Thing

    Holcombe Department of Electrical and Computer Engineering, Clemson University, Clemson, 29634 SC, USA

  34. MUGEN: Generating Unlearnable Graph Examples for Multiple Learning Tasks

    Sep 1, 2026Ziyan Liu, Chengshuai Zhao, Huan LiuUnlearnable ExamplesGraph Representation Learning

    Harrisburg University of Science and Technology Harrisburg, Pennsylvania, USA · Arizona State University Tempe, Arizona, USA

  35. NeuroPriv: Adversarial Representation Learning for Privacy in Wearable EEG Systems

    Aug 31, 2026Sarmistha Sarna Gomasta, Bhawana Chhaglani, Prashant ShenoyElectroencephalographyPrivacy

    University of Massachusetts Amherst · United States

  36. AIA2^{2}: Attribute-Agnostic Imbalance Augmentation for Subgroup Robustness

    Aug 31, 2026Hanshu Rao, Guangzeng Han, Xiaolei HuangSubgroupsClass Imbalance

    University of Memphis · University of Missouri

  37. Query-Side Attacks on GNN-Based KGQA: Tracing Failures from Entity Linking to Answer Generation

    Aug 26, 2026Pankaj Kumar, Subhankar MishraKnowledge GraphsEntities

    National Institute of Science Education and Research · Homi Bhabha National Institute

  38. CoQui: A Coordinate-Conditioned Quantum Implicit Generative Adversarial Network for End-to-End Image Generation

    Aug 12, 2026Xue Yang, Rigui Zhou, ShiZheng Jia +7Variational Quantum CircuitsMulti-Reference Image Generation

    School of Information Engineering, Shanghai Maritime University, Shanghai 201306, China · Research Center of Intelligent Information Processing and Quantum Intelligent Computing, Shanghai 201306, China · Quantum Innovation Centre (Q.InC), Agency for Science, Technology and Research (A*STAR), 2 Fusionopolis Way, Innovis, #08-03, Singapore 138634, Republic of Singapore +5

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

    Aug 12, 2026Yaohua Liu, Yifan Guo, Jiaxin GaoAdversarial TrainingBilevel Optimization

    The University of Hong Kong, Hong Kong SAR, China · International School of Information Science & Engineering, Dalian University of Technology, Dalian, China · The Hong Kong Polytechnic University, Hong Kong SAR, China

  40. Confusion-Geometry Rebalancing for Long-Tailed Adversarial Training

    Aug 10, 2026Mengnan Zhao, Geyong Min, Lihe Zhang +2Adversarial TrainingClass Imbalance

    School of Computer Science, Anhui University, China · Department of Computer Science, University of Exeter, UK · School of Information and Communication Engineering, Dalian University of Technology, China +1

  41. Build it, Break it, Repeat: Benchmarking and improving LLM-manipulated disinformation detection in social media posts

    Aug 10, 2026Kevin Thomas, Milosz Kasprzyk, Reuel C Igbokwe Onuigbo +5Misinformation DetectionAttacker Large Language Model

    University of Sheffield, Department of Computer Science, Regent Court, 211 Portobello Street, Sheffield, S1 4DP, United Kingdom

  42. Decision-Focused Learning in Network Interdiction Games

    Aug 10, 2026Luca M. Hartmann, Parinaz NaghizadehAdversarial Training

    ECE Department, UC San Diego

  43. No Unique Minimizer, No Problem: On the Consistency of Robust Neural Classifiers

    Aug 9, 2026Subhabrata Majumdar, Anand Deo, Partha Pratim Saha +1Empirical Risk MinimizationCross-Entropy Losses

    Indian Institute of Management Bangalore · Independent Researcher · Indian Statistical Institute, Kolkata

  44. Weak Adversarial Neural Pushforward Method for Boltzmann Equation

    Aug 7, 2026Jenia Fardousi Koly, Andrew Qing He, Wei CaiBoltzmann DistributionsVariational Formulation

    Department of Mathematics, Southern Methodist University, Dallas, Texas, USA

  45. Bypassing Krum: Selection-Aware Backdoor Attacks in Federated Learning

    Aug 6, 2026Srinivasan Subramanian, Md. Abdullah Al Hafiz Khan, Kazi Aminul IslamFederated LearningBounded Adversary

    Department of Computer Science Kennesaw State University Marietta, USA

  46. CalibForge: Adversarial Solver Calibration for Scaling Learnable Terminal Tasks

    Aug 6, 2026Fanzhe Meng, Guoxin Chen, Jiale Zhao +6Agentic BenchmarksSynthetic Task

    1Gaoling School of Artificial Intelligence, Renmin University of China · 2Independent Researcher · 3AweAI Team

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

    Aug 6, 2026Linfeng Du, Kehan Wu, Tong Zhang +1Human Activity RecognitionDoppler Velocity Log

    National Graduate College for Engineers, Southern University of Science and Technology, Shenzhen, 518055, China · Guangdong Provincial Key Laboratory of Aerospace Communication and Networking Technology, Harbin Institute of Technology, Shenzhen, 518071, China · Southern University of Science and Technology, Shenzhen, 518055, China

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

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

    Nanjing University of Posts and Telecommunications

  49. Probabilistic Reachable-Action Verification of Visuomotor Policies via Set-Based Training

    Aug 3, 2026Yanliang Huang, Zhuocheng Zhang, Peng Xie +5Visuomotor PolicyReachability

    School of Computation, Information and Technology, Technical University of Munich, Munich, Germany · School of Engineering, Hainan Bielefeld University of Applied Sciences, Hainan, China

  50. 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-Language Foundation ModelsAdversarial Training

    College of Computing and Data Science, Nanyang Technological University, Singapore

  51. Fighting Fire with Fire: On the Feasibility of Protecting Exercises Against AI Cheating

    Aug 2, 2026Tobias Braun, Jonas Grebe, Louis Rethfeld +1Artificial Intelligence EducationGenerative Artificial Intelligence

    TU Darmstadt & hessian.AI, Germany

  52. Learning from Adversity: Semantic-Aware Mask Refinement through Adversarial Perturbation

    Jul 31, 2026Beomyoung Kim, Sung Ju HwangNeural Mask EstimationSemantic Segmentation

    NAVER Cloud · KAIST

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

    Jul 31, 2026Weiyi He, Yuping Lin, Jiliang Tang +1Adversarial TrainingModel Fine-Tuning

    Michigan State University

  54. The Noise Premium in Adversarial Training for Kernel Regression

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

    Department of Decision Analytics and Operations, City University of Hong Kong · H. Milton Stewart School of Industrial and Systems Engineering Georgia Institute of Technology

  55. Unifying Adversarially Robust Model Experts in Vision-Language Models

    Jul 30, 2026Nguyen Duc Thai, Junhao Dong, Sua Qi Rong +2Adversarial TrainingExperts

    College of Computing and Data Science, Nanyang Technological University, Singapore

  56. 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 TrainingTeacher-Student Distillation

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

  57. Device Invariance using Domain Adaptation on Acoustic Scene Classification

    Jul 28, 2026Abhishek dileep, Shubham Sharma, Padmanabhan RajanDomain AdaptationAdversarial Training

    School of Computing and Electrical Engineering Indian Institute of Technology Mandi, Himachal Pradesh, India

  58. Ultraconstructive Model Theory via Bounded Adversarial Finite Structures

    Jul 27, 2026Mirco A. MannucciAdversarial RobustnessAdversarial Training

    HoloMathics LLC

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

    Jul 24, 2026Ali Tabaraei, Federico Simonetta, Stavros NtalampirasDepressionMultimodal Deep Learning

    Department of Computer Science, University of Milan, Milan, Italy · Computer Science Department, Gran Sasso Science Institute (GSSI), L’Aquila, Italy

  60. Detectors Learn the Wrong Thing: Shortcut-Resistant Adversarial Training Against Physically Realizable Attacks

    Jul 23, 2026Yuanhao Huang, Yilong Ren, Jinlei Wang +3Unsupervised DetectionAdversarial Training

    School of Transportation Science and Engineering, Beihang University, 100191, Beijing, P.R China · Zhongguancun Laboratory, 100191, Beijing, P.R China · School of Systems Science and Engineering, Sun Yat-Sen University, 510006, Guangzhou, P.R China +2