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Reconstruction of Differentially Private Text Sanitization via Large Language Models

16 October 2024

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Papers citing "Reconstruction of Differentially Private Text Sanitization via Large Language Models"

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Title
Towards Dataset Copyright Evasion Attack against Personalized Text-to-Image Diffusion Models Kuofeng Gao Yufei Zhu Yiming Li Jiawang Bai Yong-Liang Yang Zerui Li Shu-Tao Xia 296 0 0 24 Dec 2025
Traceback of Poisoning Attacks to Retrieval-Augmented GenerationThe Web Conference (WWW), 2025 Baolei Zhang Haoran Xin Minghong Fang Zhuqing Liu Biao Yi Tong Li Zheli Liu SILM AAML 413 7 0 30 Apr 2025
A False Sense of Privacy: Evaluating Textual Data Sanitization Beyond Surface-level Privacy Leakage Rui Xin Niloofar Mireshghallah Shuyue Stella Li Michael Duan Hyunwoo Kim Yejin Choi Yulia Tsvetkov Sewoong Oh Pang Wei Koh 399 18 0 28 Apr 2025
$d_X$ -Privacy for Text and the Curse of Dimensionality Hassan Jameel Asghar Robin Carpentier B. Zhao Dali Kaafar 366 1 0 21 Nov 2024
PLeak: Prompt Leaking Attacks against Large Language Model ApplicationsConference on Computer and Communications Security (CCS), 2024 Bo Hui Haolin Yuan Neil Zhenqiang Gong Philippe Burlina Yinzhi Cao AAML LLMAG SILM 387 106 0 10 May 2024
PreCurious: How Innocent Pre-Trained Language Models Turn into Privacy TrapsConference on Computer and Communications Security (CCS), 2024 Ruixuan Liu Tianhao Wang Yang Cao Li Xiong AAML SILM 572 27 0 14 Mar 2024
Prompt Stealing Attacks Against Large Language Models Zeyang Sha Yang Zhang SILM AAML 338 44 0 20 Feb 2024
Scalable Extraction of Training Data from (Production) Language Models Milad Nasr Nicholas Carlini Jonathan Hayase Matthew Jagielski A. Feder Cooper Daphne Ippolito Christopher A. Choquette-Choo Eric Wallace Florian Tramèr Katherine Lee SILM 399 466 0 28 Nov 2023
Detecting Pretraining Data from Large Language ModelsInternational Conference on Learning Representations (ICLR), 2023 Weijia Shi Anirudh Ajith Mengzhou Xia Yangsibo Huang Daogao Liu Terra Blevins Danqi Chen Luke Zettlemoyer MIALM 413 309 0 25 Oct 2023
Locally Differentially Private Document Generation Using Zero Shot PromptingConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Saiteja Utpala Sara Hooker Pin-Yu Chen 262 59 0 24 Oct 2023
Who's Harry Potter? Approximate Unlearning in LLMs Ronen Eldan M. Russinovich MU MoMe 393 308 0 03 Oct 2023
Can Sensitive Information Be Deleted From LLMs? Objectives for Defending Against Extraction AttacksInternational Conference on Learning Representations (ICLR), 2023 Vaidehi Patil Peter Hase Joey Tianyi Zhou KELM AAML 301 145 0 29 Sep 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 7.1K 15,148 0 18 Jul 2023
Effective Prompt Extraction from Language Models Yiming Zhang Nicholas Carlini Daphne Ippolito MIACV SILM 337 75 0 13 Jul 2023
Right to be Forgotten in the Era of Large Language Models: Implications, Challenges, and SolutionsAI and Ethics (AE), 2023 Dawen Zhang Pamela Finckenberg-Broman Thong Hoang Shidong Pan Zhenchang Xing Mark Staples Xiwei Xu AILaw MU 434 80 0 08 Jul 2023
ProPILE: Probing Privacy Leakage in Large Language ModelsNeural Information Processing Systems (NeurIPS), 2023 Siwon Kim Sangdoo Yun Hwaran Lee Martin Gubri Sungroh Yoon Seong Joon Oh PILM 782 162 4 04 Jul 2023
Membership Inference Attacks against Language Models via Neighbourhood ComparisonAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Justus Mattern Fatemehsadat Mireshghallah Zhijing Jin Bernhard Schölkopf Mrinmaya Sachan Taylor Berg-Kirkpatrick MIALM 459 264 0 29 May 2023
Speak, Memory: An Archaeology of Books Known to ChatGPT/GPT-4Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Kent K. Chang Mackenzie Cramer Sandeep Soni David Bamman RALM 554 160 0 28 Apr 2023
Pythia: A Suite for Analyzing Large Language Models Across Training and ScalingInternational Conference on Machine Learning (ICML), 2023 Stella Biderman Hailey Schoelkopf Quentin G. Anthony Herbie Bradley Kyle O'Brien ... USVSN Sai Prashanth Edward Raff Aviya Skowron Lintang Sutawika Oskar van der Wal 372 1,616 0 03 Apr 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 4.4K 20,623 0 15 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 4.1K 17,584 0 27 Feb 2023
DP-BART for Privatized Text Rewriting under Local Differential PrivacyAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Timour Igamberdiev Ivan Habernal 267 25 0 15 Feb 2023
Analyzing Leakage of Personally Identifiable Information in Language ModelsIEEE Symposium on Security and Privacy (IEEE S&P), 2023 Nils Lukas A. Salem Robert Sim Shruti Tople Lukas Wutschitz Santiago Zanella Béguelin PILM 642 316 0 01 Feb 2023
Are Large Pre-Trained Language Models Leaking Your Personal Information?Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Jie Huang Hanyin Shao Kevin Chen-Chuan Chang PILM 332 252 0 25 May 2022
The Limits of Word Level Differential Privacy Justus Mattern Benjamin Weggenmann Florian Kerschbaum 196 62 0 02 May 2022
OPT: Open Pre-trained Transformer Language Models Susan Zhang Stephen Roller Naman Goyal Mikel Artetxe Moya Chen ... Daniel Simig Punit Singh Koura Anjali Sridhar Tianlu Wang Luke Zettlemoyer VLM OSLM AI4CE 839 4,348 0 02 May 2022
Quantifying Privacy Risks of Masked Language Models Using Membership Inference AttacksConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Fatemehsadat Mireshghallah Kartik Goyal Archit Uniyal Taylor Berg-Kirkpatrick Reza Shokri MIALM 448 204 0 08 Mar 2022
Quantifying Memorization Across Neural Language ModelsInternational Conference on Learning Representations (ICLR), 2022 Nicholas Carlini Daphne Ippolito Matthew Jagielski Katherine Lee Florian Tramèr Chiyuan Zhang PILM 484 767 0 15 Feb 2022
Locating and Editing Factual Associations in GPTNeural Information Processing Systems (NeurIPS), 2022 Kevin Meng David Bau A. Andonian Yonatan Belinkov KELM 895 1,909 0 10 Feb 2022
The Text Anonymization Benchmark (TAB): A Dedicated Corpus and Evaluation Framework for Text AnonymizationComputational Linguistics (CL), 2022 Ildikó Pilán Pierre Lison Lilja Ovrelid Anthia Papadopoulou David Sánchez Montserrat Batet AILaw 339 110 0 25 Jan 2022
TEM: High Utility Metric Differential Privacy on TextSDM (SDM), 2021 Ricardo Silva Carvalho Theodore Vasiloudis Oluwaseyi Feyisetan 225 50 0 16 Jul 2021
LoRA: Low-Rank Adaptation of Large Language ModelsInternational Conference on Learning Representations (ICLR), 2021 J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 1.5K 15,183 0 17 Jun 2021
ADePT: Auto-encoder based Differentially Private Text TransformationConference of the European Chapter of the Association for Computational Linguistics (EACL), 2021 Satyapriya Krishna Rahul Gupta Christophe Dupuy MIACV SILM 145 40 0 29 Jan 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 862 2,526 0 31 Dec 2020
Extracting Training Data from Large Language ModelsUSENIX Security Symposium (USENIX Security), 2020 Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown Basel Alomair Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 1.2K 2,460 0 14 Dec 2020
Language Models are Few-Shot LearnersNeural Information Processing Systems (NeurIPS), 2020 Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 2.0K 52,011 0 28 May 2020
PyTorch: An Imperative Style, High-Performance Deep Learning LibraryNeural Information Processing Systems (NeurIPS), 2019 Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 976 48,480 0 03 Dec 2019
Paraphrasing with Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2019 Sam Witteveen Martin Andrews 125 89 0 21 Nov 2019
Leveraging Hierarchical Representations for Preserving Privacy and Utility in TextIndustrial Conference on Data Mining (IDM), 2019 Oluwaseyi Feyisetan Tom Diethe Thomas Drake 197 85 0 20 Oct 2019
Privacy- and Utility-Preserving Textual Analysis via Calibrated Multivariate PerturbationsWeb Search and Data Mining (WSDM), 2019 Oluwaseyi Feyisetan Borja Balle Thomas Drake Tom Diethe 211 184 0 20 Oct 2019
Attention Is All You NeedNeural Information Processing Systems (NeurIPS), 2017 Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 3.3K 160,122 0 12 Jun 2017