What Does it Mean for a Language Model to Preserve Privacy?

11 February 2022

Hannah Brown

Katherine Lee

Fatemehsadat Mireshghallah

Papers citing "What Does it Mean for a Language Model to Preserve Privacy?"

50 / 151 papers shown

Title
Educational impacts of generative artificial intelligence on learning and performance of engineering students in China Lei Fan Kunyang Deng Fangxue Liu AI4CE 21 0 0 14 May 2025
PatientDx: Merging Large Language Models for Protecting Data-Privacy in Healthcare José G. Moreno Jesus Lovon M'Rick Robin-Charlet Christine Damase-Michel L. Tamine MoMe LM&MA 58 0 0 24 Apr 2025
ParaPO: Aligning Language Models to Reduce Verbatim Reproduction of Pre-training Data Tong Chen Faeze Brahman Jiacheng Liu Niloofar Mireshghallah Weijia Shi Pang Wei Koh Luke Zettlemoyer Hannaneh Hajishirzi 40 0 0 20 Apr 2025
Empirical Privacy Variance Yuzheng Hu Fan Wu Ruicheng Xian Yuhang Liu Lydia Zakynthinou Pritish Kamath Chiyuan Zhang David A. Forsyth 64 0 0 16 Mar 2025
Data Caricatures: On the Representation of African American Language in Pretraining Corpora Nicholas Deas Blake Vente Amith Ananthram Jessica A. Grieser D. Patton Shana Kleiner James Shepard Kathleen McKeown 43 0 0 13 Mar 2025
AgentDAM: Privacy Leakage Evaluation for Autonomous Web Agents Arman Zharmagambetov Chuan Guo Ivan Evtimov Maya Pavlova Ruslan Salakhutdinov Kamalika Chaudhuri 75 1 0 12 Mar 2025
FactFlow: Automatic Fact Sheet Generation and Customization from Tabular Dataset via AI Chain Design & Implementation Minh Duc Vu Jieshan Chen Zhenchang Xing Qinghua Lu Xiwei Xu Qian Fu 81 0 0 25 Feb 2025
VVRec: Reconstruction Attacks on DL-based Volumetric Video Upstreaming via Latent Diffusion Model with Gamma Distribution Rui Lu B. Zhang Dan Wang VGen 173 0 0 25 Feb 2025
A General Pseudonymization Framework for Cloud-Based LLMs: Replacing Privacy Information in Controlled Text Generation Shilong Hou Ruilin Shang Zi Long Xianghua Fu Yin Chen 67 0 0 24 Feb 2025
Data-Constrained Synthesis of Training Data for De-Identification Thomas Vakili Aron Henriksson Hercules Dalianis SyDa 49 0 0 24 Feb 2025
Mitigating the Privacy Issues in Retrieval-Augmented Generation (RAG) via Pure Synthetic Data Shenglai Zeng Jiankun Zhang Pengfei He J. Ren Tianqi Zheng Hanqing Lu Han Xu Hui Liu Yue Xing Jiliang Tang 146 9 0 21 Feb 2025
MATH-Perturb: Benchmarking LLMs' Math Reasoning Abilities against Hard Perturbations Kaixuan Huang Jiacheng Guo Zihao Li X. Ji Jiawei Ge ... Yangsibo Huang Chi Jin Xinyun Chen Chiyuan Zhang Mengdi Wang AAML LRM 105 9 0 10 Feb 2025
Can LLMs Rank the Harmfulness of Smaller LLMs? We are Not There Yet Berk Atil Vipul Gupta Sarkar Snigdha Sarathi Das R. Passonneau 208 0 0 07 Feb 2025
Privacy-Preserving Edge Speech Understanding with Tiny Foundation Models A. Benazir Felix Xiaozhu Lin 47 0 0 29 Jan 2025
Enhancing Privacy in the Early Detection of Sexual Predators Through Federated Learning and Differential Privacy Khaoula Chehbouni Martine De Cock Gilles Caporossi Afaf Taik Reihaneh Rabbany G. Farnadi 78 0 0 21 Jan 2025
The Good, the Bad, and the (Un)Usable: A Rapid Literature Review on Privacy as Code Nicolás E. Díaz Ferreyra Sirine Khelifi Nalin Arachchilage Riccardo Scandariato 67 0 0 21 Dec 2024
Clio: Privacy-Preserving Insights into Real-World AI Use Alex Tamkin Miles McCain Kunal Handa Esin Durmus Liane Lovitt ... Wes Mitchell Shan Carter Jack Clark Jared Kaplan Deep Ganguli 85 14 0 18 Dec 2024
Machine Unlearning Doesn't Do What You Think: Lessons for Generative AI Policy, Research, and Practice A. Feder Cooper Christopher A. Choquette-Choo Miranda Bogen Matthew Jagielski Katja Filippova ... Abigail Z. Jacobs Andreas Terzis Hanna M. Wallach Nicolas Papernot Katherine Lee AILaw MU 98 10 0 09 Dec 2024
PIM-AI: A Novel Architecture for High-Efficiency LLM Inference Cristobal Ortega Yann Falevoz Renaud Ayrignac 86 1 0 26 Nov 2024
Establishing and Evaluating Trustworthy AI: Overview and Research Challenges Dominik Kowald S. Scher Viktoria Pammer-Schindler Peter Müllner Kerstin Waxnegger ... Andreas Truegler Eduardo E. Veas Roman Kern Tomislav Nad Simone Kopeinik 36 3 0 15 Nov 2024
A Social Outcomes and Priorities centered (SOP) Framework for AI policy Mohak Shah 37 0 0 12 Nov 2024
The Empirical Impact of Data Sanitization on Language Models Anwesan Pal Radhika Bhargava Kyle Hinsz Jacques Esterhuizen Sudipta Bhattacharya 29 0 0 08 Nov 2024
"I Always Felt that Something Was Wrong.": Understanding Compliance Risks and Mitigation Strategies when Professionals Use Large Language Models Siying Hu Piaohong Wang Yaxing Yao Zhicong Lu AILaw PILM 54 0 0 07 Nov 2024
Human-inspired Perspectives: A Survey on AI Long-term Memory Zihong He Weizhe Lin Hao Zheng Fan Zhang Matt Jones Laurence Aitchison X. Xu Miao Liu Per Ola Kristensson Junxiao Shen 77 2 0 01 Nov 2024
A Statistical Analysis of LLMs' Self-Evaluation Using Proverbs Ryosuke Sonoda Ramya Srinivasan 59 1 0 22 Oct 2024
PAPILLON: Privacy Preservation from Internet-based and Local Language Model Ensembles Li Siyan Vethavikashini Chithrra Raghuram Omar Khattab Julia Hirschberg Zhou Yu 29 7 0 22 Oct 2024
Adanonymizer: Interactively Navigating and Balancing the Duality of Privacy and Output Performance in Human-LLM Interaction Shuning Zhang Xin Yi Haobin Xing Lyumanshan Ye Yongquan Hu Hewu Li 36 2 0 19 Oct 2024
"Ghost of the past": identifying and resolving privacy leakage from LLM's memory through proactive user interaction Shuning Zhang Lyumanshan Ye Xin Yi Jingyu Tang Bo Shui Haobin Xing Pengfei Liu Hewu Li 45 4 0 19 Oct 2024
A Theoretical Survey on Foundation Models Shi Fu Yuzhu Chen Yingjie Wang Dacheng Tao 28 0 0 15 Oct 2024
Evaluating Differentially Private Synthetic Data Generation in High-Stakes Domains Krithika Ramesh Nupoor Gandhi Pulkit Madaan Lisa Bauer Charith Peris Anjalie Field SyDa 40 2 0 10 Oct 2024
Rescriber: Smaller-LLM-Powered User-Led Data Minimization for LLM-Based Chatbots Jijie Zhou Eryue Xu Yaoyao Wu Tianshi Li 37 0 0 10 Oct 2024
Exploring Large Language Models Through a Neurodivergent Lens: Use, Challenges, Community-Driven Workarounds, and Concerns Buse Carik Kaike Ping Xiaohan Ding Eugenia H Rho 29 2 0 08 Oct 2024
KnowledgeSG: Privacy-Preserving Synthetic Text Generation with Knowledge Distillation from Server Wenhao Wang Xiaoyu Liang Rui Ye Jingyi Chai Siheng Chen Yanfeng Wang SyDa 36 3 0 08 Oct 2024
Position: LLM Unlearning Benchmarks are Weak Measures of Progress Pratiksha Thaker Shengyuan Hu Neil Kale Yash Maurya Zhiwei Steven Wu Virginia Smith MU 53 10 0 03 Oct 2024
Thinking Outside of the Differential Privacy Box: A Case Study in Text Privatization with Language Model Prompting Stephen Meisenbacher Florian Matthes 29 2 0 01 Oct 2024
Membership Inference Attacks Cannot Prove that a Model Was Trained On Your Data Jie Zhang Debeshee Das Gautam Kamath Florian Tramèr MIALM MIACV 238 16 1 29 Sep 2024
AI Delegates with a Dual Focus: Ensuring Privacy and Strategic Self-Disclosure Xi Chen Zhiyang Zhang Fangkai Yang Xiaoting Qin Chao Du ... Hangxin Liu Qingwei Lin Saravan Rajmohan Dongmei Zhang Qi Zhang 37 1 0 26 Sep 2024
MEOW: MEMOry Supervised LLM Unlearning Via Inverted Facts Tianle Gu Kexin Huang Ruilin Luo Yuanqi Yao Yujiu Yang Yan Teng Yingchun Wang MU 42 5 0 18 Sep 2024
PrivacyLens: Evaluating Privacy Norm Awareness of Language Models in Action Yijia Shao Tianshi Li Weiyan Shi Yanchen Liu Diyi Yang PILM 58 15 0 29 Aug 2024
Is Generative AI the Next Tactical Cyber Weapon For Threat Actors? Unforeseen Implications of AI Generated Cyber Attacks Yusuf Usman Aadesh Upadhyay P. Gyawali Robin Chataut AAML 45 2 0 23 Aug 2024
Promises and challenges of generative artificial intelligence for human learning Lixiang Yan Samuel Greiff Ziwen Teuber Dragan Gašević 49 55 0 22 Aug 2024
Exploring Large-Scale Language Models to Evaluate EEG-Based Multimodal Data for Mental Health Yongquan Hu Shuning Zhang Ting Dang Hong Jia Flora D. Salim Wen Hu Aaron Quigley AI4MH 39 11 0 14 Aug 2024
Operationalizing Contextual Integrity in Privacy-Conscious Assistants Sahra Ghalebikesabi Eugene Bagdasaryan Ren Yi Itay Yona Ilia Shumailov ... Robert Stanforth Leonard Berrada Pushmeet Kohli Po-Sen Huang Borja Balle 37 9 0 05 Aug 2024
Adaptive Pre-training Data Detection for Large Language Models via Surprising Tokens Anqi Zhang Chaofeng Wu 39 5 0 30 Jul 2024
Granularity is crucial when applying differential privacy to text: An investigation for neural machine translation Doan Nam Long Vu Timour Igamberdiev Ivan Habernal 52 0 0 26 Jul 2024
Learn while Unlearn: An Iterative Unlearning Framework for Generative Language Models Haoyu Tang Ye Liu Xukai Liu Xukai Liu Yanghai Zhang Kai Zhang Xiaofang Zhou Enhong Chen MU 75 3 0 25 Jul 2024
ProxyGPT: Enabling Anonymous Queries in AI Chatbots with (Un)Trustworthy Browser Proxies Dzung Pham J. Sheffey Chau Minh Pham Amir Houmansadr 40 1 0 11 Jul 2024
Limits to Predicting Online Speech Using Large Language Models Mina Remeli Moritz Hardt Robert C. Williamson 34 0 0 08 Jul 2024
A Survey on Trustworthiness in Foundation Models for Medical Image Analysis Congzhen Shi Ryan Rezai Jiaxi Yang Qi Dou Xiaoxiao Li MedIm 37 4 0 03 Jul 2024
DP-MLM: Differentially Private Text Rewriting Using Masked Language Models Stephen Meisenbacher Maulik Chevli Juraj Vladika Florian Matthes 41 7 0 30 Jun 2024