Dataset Ownership Verification

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2 papers in the last four weeks, down 33% on the four weeks before. 0.0% of all new papers.

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  1. TP-CRIV: A Framework for Third-Party Challenge-Response Identity Verification of AI Models

    Sep 24, 2026Teruki Sano, Minoru Kuribayashi, Masao Sakai +4Dataset Ownership VerificationArtificial Intelligence Models

    Graduate School of Information Sciences, Tohoku University, Japan · Center for Data-driven Science and Artificial Intelligence, Tohoku University, Japan

  2. TTS-Guard: Black-Box Ownership Verification of Text-to-Speech Models via Adaptive Adversarial Speaker-Pair Fingerprints

    Sep 20, 2026Xubin Yue, Zhenhua Xu, Zhebo Wang +5Cross-Lingual Voice CloningF5-Tts

    Zhejiang University · Binjiang Institute of Zhejiang University · Hangzhou International Innovation Institute, Beihang University +1

  3. Training Leaves Traces: Centered Residual Signatures for Language Model Lineage Verification

    Aug 14, 2026Aman Singh Thakur, Rayan KhouryModel CheckpointsModel Weights

    Massachusetts Institute of Technology, USA

  4. Fingerprinting Text-to-Image Diffusion Models via Collapsed Generation

    Aug 12, 2026Yuanmin Huang, Chen Chen, Geng Hong +5Text-To-Image Diffusion ModelsDataset Ownership Verification

    Fudan University, Shanghai, China · East China University of Science and Technology, Shanghai, China · Alibaba Group, Hangzhou, China +1

  5. Targeted Counterfactual Fingerprinting for Black-Box LLM Ownership Verification

    Aug 8, 2026Yutong Wu, Xiaofan Bai, Shixin Li +10Dataset Ownership VerificationFingerprint

    Huazhong University of Science and Technology · Alibaba Group · Microsoft Corporation

  6. Construction-Driven Injection: Linguistically-Grounded Edit-Based Code-Mixing Fingerprints for Large Language Models

    Jul 28, 2026Yongyi Cui, Yue Li, Tianbao Jiang +1FingerprintInstruction Injection Attacks

    East China Normal University

  7. Evaluating Large Language Models for Symbolic Security Protocol Analysis

    Jul 22, 2026Paolo Modesti, Syed Ahmed, Ioannis Sfyrakis +1Large Language Model SafetySecurity Evaluation

    Teesside University, Middlesbrough, United Kingdom

  8. RaMark: Radioactive Watermarking for Generated Tabular Data

    Jul 10, 2026Xin Che, Lingyang Chu, Qiqi Zhang +3WatermarkingWatermarks

    McMaster University Hamilton, Canada · York University Toronto, Canada · Duke University Durham, United States

  9. Privacy-Preserving Robustness Verification for Neural Networks

    Jul 6, 2026Nianyun Song, Xiaokun Luan, Yu Guo +3Neural Network VerificationRobustness Verification

    School of Artificial Intelligence, Beijing Key Laboratory of Artificial Intelligence for Education, Engineering Research Center of Intelligent Technology and Educational Application (Ministry of Education), Beijing Normal University, Beijing, China · School of Mathematical Sciences, Peking University, Beijing, China · School of Computer Science, University of Bristol, Bristol, UK

  10. Proofs of Ownership for Machine Learning Models

    Jun 29, 2026Ran Canetti, Shafi Goldwasser, Or ZamirDataset Ownership VerificationZero-Knowledge Proofs

    Boston University · MIT · UC Berkeley +1

  11. FedOT: Ownership Verification and Leakage Tracing via Watermarks for Federated LDMs

    Jun 22, 2026Wenlong Cheng, Yuan Gan, Yunqiu Xu +1Federated LearningDataset Ownership Verification

    Northwest Normal University · The University of Tokyo · National University of Singapore +1

  12. Can LLMs Reason About Brand Ownership? An Empirical Study of Domain Attribution Intelligence

    Jun 18, 2026Fathima Mashood, Mohamed NabeelBrand-As-MemoryDataset Ownership Verification

  13. Cert-LAS: Toward Certified Model Ownership Verification for Text-to-Image Diffusion Models via Layer-Adaptive Smoothing

    May 28, 2026Leyi Qi, Yiming Li, Siyuan Liang +2Dataset Ownership VerificationText-To-Image Diffusion Models

    Generative AI Lab, College of Computing and Data Science, Nanyang Technological University, Singapore · Department of Computer Science and Engineering, Texas A&M University, USA

  14. Towards Backdoor-Based Ownership Verification for Vision-Language-Action Models

    May 9, 2026Ming Sun, Rui Wang, Xingrui Yu +5Diffusion-Based Vision-Language-ActionsDataset Ownership Verification

    Institute of Information Engineering, Chinese Academy of Sciences, China · School of Cyber Security, University of Chinese Academy of Sciences, China · A*STAR Institute of High Performance Computing (A*STAR IHPC), Singapore +5

  15. ArmSSL: Adversarial Robust Black-Box Watermarking for Self-Supervised Learning Pre-trained Encoders

    Apr 24, 2026Yongqi Jiang, Yansong Gao, Boyu Kuang +3WatermarkingDataset Ownership Verification

    Nanjing University of Science and Technology, China · The University of Western Australia, Australia · Zhejiang University, China +1

  16. VeriX-Anon: A Multi-Layered Framework for Mathematically Verifiable Outsourced Target-Driven Data Anonymization

    Apr 14, 2026Miit Daga, Swarna Priya RamuAnonymizationDataset Ownership Verification

    School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, 632014, Tamil Nadu, India

  17. CertDW: Towards Certified Dataset Ownership Verification via Conformal Calibration

    Jun 16, 2025Ting Qiao, Yiming Li, Jianbin Li +5Dataset Ownership VerificationWatermarking

    School of Control and Computer Engineering, North China Electric Power University, Beijing,102206, China · College of Computing and Data Science, Nanyang Technological University, Singapore, 639798, Singapore · School of Cybersecurity, Northwestern Polytechnical University, Xi’an, 710072, China +2

  18. RAFP: Identifying LLM Lineages via Rare-Region Fingerprints

    May 19, 2025Yun-Yun Tsai, Jia Hao Liang, Chuan Guo +2FingerprintLarge Language Model Fine-Tuning

    Columbia University / Meta · New York / Menlo Park, USA · MIT +5

  19. CBW: Towards Dataset Ownership Verification for Speaker Verification via Clustering-based Backdoor Watermarking

    Mar 2, 2025Yiming Li, Kaiying Yan, Jiawen Diao +4Dataset Ownership VerificationAutomatic Speaker Verification

    College of Computing and Data Science, Nanyang Technological University, Singapore, 639798, Singapore · School of Artificial Intelligence, Shanghai Jiao Tong University, Shanghai, 200030, China · Beijing Electronic Science and Technology Institute, Beijing, 100070, China +4