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SoK: Dataset Copyright Auditing in Machine Learning Systems

22 October 2024

Papers citing "SoK: Dataset Copyright Auditing in Machine Learning Systems"

50 / 63 papers shown

Title
CertDW: Towards Certified Dataset Ownership Verification via Conformal Prediction Ting Qiao Yiming Li Jianbin Li Yingjia Wang Leyi Qi Junfeng Guo Ruili Feng Dacheng Tao AAML 26 0 0 16 Jun 2025
ArtistAuditor: Auditing Artist Style Pirate in Text-to-Image Generation Models Linkang Du Zheng Zhu M. Chen Zhou Su S. Ji Peng Cheng Jiming Chen Zhikun Zhang DiffM WIGM MLAU 151 0 0 17 Apr 2025
Instance-Level Data-Use Auditing of Visual ML Models Zonghao Huang Neil Zhenqiang Gong Michael K. Reiter MLAU 99 0 0 28 Mar 2025
Autonomous Prompt Engineering in Large Language Models Daan Kepel Konstantina Valogianni LLMAG 91 8 0 25 Jun 2024
DPAdapter: Improving Differentially Private Deep Learning through Noise Tolerance Pre-training Zihao Wang Rui Zhu Dongruo Zhou Zhikun Zhang John C. Mitchell Haixu Tang Xiaofeng Wang AAML 80 6 0 05 Mar 2024
Black-Box Access is Insufficient for Rigorous AI Audits Stephen Casper Carson Ezell Charlotte Siegmann Noam Kolt Taylor Lynn Curtis ... Michael Gerovitch David Bau Max Tegmark David M. Krueger Dylan Hadfield-Menell AAML 145 94 0 25 Jan 2024
Digger: Detecting Copyright Content Mis-usage in Large Language Model Training Haodong Li Gelei Deng Yi Liu Kailong Wang Yuekang Li Tianwei Zhang Yang Liu Guoai Xu Guosheng Xu Haoyu Wang 89 26 0 01 Jan 2024
Copyright Violations and Large Language Models Antonia Karamolegkou Jiaang Li Li Zhou Anders Sogaard 76 67 0 20 Oct 2023
Domain Watermark: Effective and Harmless Dataset Copyright Protection is Closed at Hand Junfeng Guo Yiming Li Lixu Wang Shu-Tao Xia Heng-Chiao Huang Cong Liu Boheng Li 91 62 0 09 Oct 2023
ORL-AUDITOR: Dataset Auditing in Offline Deep Reinforcement Learning L. Du Min Chen Mingyang Sun Shouling Ji Peng Cheng Jiming Chen Zhikun Zhang OffRL 99 9 0 06 Sep 2023
Vulnerability of Machine Learning Approaches Applied in IoT-based Smart Grid: A Review Zhenyong Zhang Mengxiang Liu Mingyang Sun Ruilong Deng Peng Cheng Dusit Niyato Mo-Yuen Chow Jiming Chen 113 47 0 30 Aug 2023
WavMark: Watermarking for Audio Generation Guang Chen Yu-Huan Wu Shujie Liu Tao Liu Xiaoyong Du Furu Wei 90 42 0 24 Aug 2023
How to Protect Copyright Data in Optimization of Large Language Models? T. Chu Zhao Song Chiwun Yang 85 31 0 23 Aug 2023
PromptCARE: Prompt Copyright Protection by Watermark Injection and Verification Hongwei Yao Jian Lou Kui Ren Zhan Qin AAML VLM 103 31 0 05 Aug 2023
Are You Copying My Model? Protecting the Copyright of Large Language Models for EaaS via Backdoor Watermark Wenjun Peng Jingwei Yi Fangzhao Wu Shangxi Wu Bin Zhu Lingjuan Lyu Binxing Jiao Tongye Xu Guangzhong Sun Xing Xie WaLM 75 66 0 17 May 2023
DPMLBench: Holistic Evaluation of Differentially Private Machine Learning Chengkun Wei Ming-Hui Zhao Zhikun Zhang Min Chen Wenlong Meng Bodong Liu Yuan-shuo Fan Wenzhi Chen 96 11 0 10 May 2023
FACE-AUDITOR: Data Auditing in Facial Recognition Systems Min Chen Zhikun Zhang Tianhao Wang Michael Backes Yang Zhang CVBM 90 17 0 05 Apr 2023
PrivGraph: Differentially Private Graph Data Publication by Exploiting Community Information Quan Yuan Zhikun Zhang L. Du Min Chen Peng Cheng Mingyang Sun 82 19 0 05 Apr 2023
Did You Train on My Dataset? Towards Public Dataset Protection with Clean-Label Backdoor Watermarking Ruixiang Tang Qizhang Feng Ninghao Liu Fan Yang Helen Zhou 88 42 0 20 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.6K 14,832 0 15 Mar 2023
Data Origin Inference in Machine Learning Mingxue Xu Xiang-Yang Li 59 3 0 24 Nov 2022
On the Robustness of Dataset Inference S. Szyller Rui Zhang Enchao Gong Nadarajah Asokan AAML 62 6 0 24 Oct 2022
PrivTrace: Differentially Private Trajectory Synthesis by Adaptive Markov Model Haiming Wang Zhikun Zhang Tianhao Wang Shibo He Michael Backes Jiming Chen Yang Zhang 132 40 0 02 Oct 2022
Untargeted Backdoor Watermark: Towards Harmless and Stealthy Dataset Copyright Protection Yiming Li Yang Bai Yong Jiang Yong-Liang Yang Shutao Xia Bo Li AAML 140 108 0 27 Sep 2022
Dataset Inference for Self-Supervised Models Adam Dziedzic Haonan Duan Muhammad Ahmad Kaleem Nikita Dhawan Jonas Guan Yannis Cattan Franziska Boenisch Nicolas Papernot 114 28 0 16 Sep 2022
Data Isotopes for Data Provenance in DNNs Emily Wenger Xiuyu Li Ben Y. Zhao Vitaly Shmatikov 64 12 0 29 Aug 2022
Black-box Dataset Ownership Verification via Backdoor Watermarking Yiming Li Mingyan Zhu Xue Yang Yong Jiang Tao Wei Shutao Xia AAML 90 81 0 04 Aug 2022
MOVE: Effective and Harmless Ownership Verification via Embedded External Features Yiming Li Linghui Zhu Xiaojun Jia Yang Bai Yong Jiang Shutao Xia Xiaochun Cao Kui Ren AAML 97 14 0 04 Aug 2022
Membership Inference via Backdooring Hongsheng Hu Z. Salcic Gillian Dobbie Jinjun Chen Lichao Sun Xuyun Zhang MIACV 72 31 0 10 Jun 2022
User-Level Membership Inference Attack against Metric Embedding Learning Guoyao Li Shahbaz Rezaei Xin Liu 117 24 0 04 Mar 2022
Copy, Right? A Testing Framework for Copyright Protection of Deep Learning Models Jialuo Chen Jingyi Wang Tinglan Peng Youcheng Sun Peng Cheng S. Ji Xingjun Ma Yue Liu Basel Alomair AAML 92 64 0 10 Dec 2021
AHEAD: Adaptive Hierarchical Decomposition for Range Query under Local Differential Privacy L. Du Zhikun Zhang Shaojie Bai Changchang Liu S. Ji Peng Cheng Jiming Chen 142 38 0 14 Oct 2021
SoK: Machine Learning Governance Varun Chandrasekaran Hengrui Jia Anvith Thudi Adelin Travers Mohammad Yaghini Nicolas Papernot 137 16 0 20 Sep 2021
Zero-Shot Knowledge Distillation from a Decision-Based Black-Box Model Zehao Wang 62 45 0 07 Jun 2021
Dataset Inference: Ownership Resolution in Machine Learning Pratyush Maini Mohammad Yaghini Nicolas Papernot FedML 148 110 0 21 Apr 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.1K 30,032 0 26 Feb 2021
ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models Yugeng Liu Rui Wen Xinlei He A. Salem Zhikun Zhang Michael Backes Emiliano De Cristofaro Mario Fritz Yang Zhang AAML 100 133 0 04 Feb 2021
Open-sourced Dataset Protection via Backdoor Watermarking Yiming Li Zi-Mou Zhang Jiawang Bai Baoyuan Wu Yong Jiang Shutao Xia 67 41 0 12 Oct 2020
Membership Leakage in Label-Only Exposures Zheng Li Yang Zhang 104 247 0 30 Jul 2020
Label-Only Membership Inference Attacks Christopher A. Choquette-Choo Florian Tramèr Nicholas Carlini Nicolas Papernot MIACV MIALM 113 519 0 28 Jul 2020
Systematic Evaluation of Privacy Risks of Machine Learning Models Liwei Song Prateek Mittal MIACV 370 378 0 24 Mar 2020
Towards Probabilistic Verification of Machine Unlearning David M. Sommer Liwei Song Sameer Wagh Prateek Mittal AAML 119 73 0 09 Mar 2020
Radioactive data: tracing through training Alexandre Sablayrolles Matthijs Douze Cordelia Schmid Hervé Jégou 102 76 0 03 Feb 2020
Characterizing the Decision Boundary of Deep Neural Networks Hamid Karimi Hanyu Wang Jiliang Tang 91 67 0 24 Dec 2019
IPGuard: Protecting Intellectual Property of Deep Neural Networks via Fingerprinting the Classification Boundary Xiaoyu Cao Jinyuan Jia Neil Zhenqiang Gong 96 106 0 28 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 623 20,418 0 23 Oct 2019
White-box vs Black-box: Bayes Optimal Strategies for Membership Inference Alexandre Sablayrolles Matthijs Douze Yann Ollivier Cordelia Schmid Hervé Jégou MIACV 91 369 0 29 Aug 2019
Stolen Memories: Leveraging Model Memorization for Calibrated White-Box Membership Inference Klas Leino Matt Fredrikson MIACV 105 275 0 27 Jun 2019
ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models A. Salem Yang Zhang Mathias Humbert Pascal Berrang Mario Fritz Michael Backes MIACV MIALM 165 955 0 04 Jun 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 408 11,979 0 11 Jan 2018