Rethinking Privacy in Machine Learning Pipelines from an Information
Flow Control Perspective

Rethinking Privacy in Machine Learning Pipelines from an Information Flow Control Perspective

27 November 2023

Lukas Wutschitz

Saravan Rajmohan

Santiago Zanella Béguelin

Papers citing "Rethinking Privacy in Machine Learning Pipelines from an Information Flow Control Perspective"

14 / 14 papers shown

Title
Privacy-Preserving Federated Embedding Learning for Localized Retrieval-Augmented Generation Qianren Mao Qili Zhang Hanwen Hao Zhentao Han Runhua Xu ... Jing Chen Yangqiu Song Jin Dong Jianxin Li Philip S. Yu 76 1 0 27 Apr 2025
CoRAG: Collaborative Retrieval-Augmented Generation Aashiq Muhamed Mona Diab Virginia Smith 35 0 0 02 Apr 2025
SoK: A Systems Perspective on Compound AI Threats and Countermeasures Sarbartha Banerjee Prateek Sahu Mulong Luo Anjo Vahldiek-Oberwagner N. Yadwadkar Mohit Tiwari AAML 77 0 0 20 Nov 2024
Permissive Information-Flow Analysis for Large Language Models Shoaib Ahmed Siddiqui Radhika Gaonkar Boris Köpf David M. Krueger Andrew Paverd Ahmed Salem Shruti Tople Lukas Wutschitz Menglin Xia Santiago Zanella Béguelin 38 1 0 04 Oct 2024
ConfusedPilot: Confused Deputy Risks in RAG-based LLMs Ayush RoyChowdhury Mulong Luo Prateek Sahu Sarbartha Banerjee Mohit Tiwari SILM 56 4 0 09 Aug 2024
MeMemo: On-device Retrieval Augmentation for Private and Personalized Text Generation Zijie J. Wang Duen Horng Chau 51 4 0 02 Jul 2024
Privacy Preserving Prompt Engineering: A Survey Kennedy Edemacu Xintao Wu 63 18 0 09 Apr 2024
DP-RDM: Adapting Diffusion Models to Private Domains Without Fine-Tuning Jonathan Lebensold Maziar Sanjabi Pietro Astolfi Adriana Romero Soriano Kamalika Chaudhuri Mike Rabbat Chuan Guo DiffM 34 4 0 21 Mar 2024
Instruction Fine-Tuning: Does Prompt Loss Matter? Mathew Huerta-Enochian Seung Yong Ko 21 6 0 24 Jan 2024
Information Flow Control in Machine Learning through Modular Model Architecture Trishita Tiwari Suchin Gururangan Chuan Guo Weizhe Hua Sanjay Kariyappa Udit Gupta Wenjie Xiong Kiwan Maeng Hsien-Hsin S. Lee G. E. Suh 26 6 0 05 Jun 2023
Re-Imagen: Retrieval-Augmented Text-to-Image Generator Wenhu Chen Hexiang Hu Chitwan Saharia William W. Cohen VLM 131 164 0 29 Sep 2022
Differentially Private Fine-tuning of Language Models Da Yu Saurabh Naik A. Backurs Sivakanth Gopi Huseyin A. Inan ... Y. Lee Andre Manoel Lukas Wutschitz Sergey Yekhanin Huishuai Zhang 134 351 0 13 Oct 2021
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 290 1,831 0 14 Dec 2020
Distilling Knowledge from Reader to Retriever for Question Answering Gautier Izacard Edouard Grave RALM 185 251 0 08 Dec 2020