Provably Confidential Language Modelling

Provably Confidential Language Modelling

4 May 2022

Lei Li

Papers citing "Provably Confidential Language Modelling"

12 / 12 papers shown

Title
Recite, Reconstruct, Recollect: Memorization in LMs as a Multifaceted Phenomenon USVSN Sai Prashanth Alvin Deng Kyle O'Brien Jyothir S V Mohammad Aflah Khan ... Jacob Ray Fuehne Stella Biderman Tracy Ke Katherine Lee Naomi Saphra 55 12 0 25 Jun 2024
Be like a Goldfish, Don't Memorize! Mitigating Memorization in Generative LLMs Abhimanyu Hans Yuxin Wen Neel Jain John Kirchenbauer Hamid Kazemi ... Siddharth Singh Gowthami Somepalli Jonas Geiping A. Bhatele Tom Goldstein 31 30 0 14 Jun 2024
PrE-Text: Training Language Models on Private Federated Data in the Age of LLMs Charlie Hou Akshat Shrivastava Hongyuan Zhan Rylan Conway Trang Le Adithya Sagar Giulia Fanti Daniel Lazar 24 8 0 05 Jun 2024
DE-COP: Detecting Copyrighted Content in Language Models Training Data André V. Duarte Xuandong Zhao Arlindo L. Oliveira Lei Li 32 32 0 15 Feb 2024
Analyzing Leakage of Personally Identifiable Information in Language Models Nils Lukas A. Salem Robert Sim Shruti Tople Lukas Wutschitz Santiago Zanella Béguelin PILM 19 211 0 01 Feb 2023
Preventing Verbatim Memorization in Language Models Gives a False Sense of Privacy Daphne Ippolito Florian Tramèr Milad Nasr Chiyuan Zhang Matthew Jagielski Katherine Lee Christopher A. Choquette-Choo Nicholas Carlini PILM MU 23 58 0 31 Oct 2022
Synthetic Text Generation with Differential Privacy: A Simple and Practical Recipe Xiang Yue Huseyin A. Inan Xuechen Li Girish Kumar Julia McAnallen Hoda Shajari Huan Sun David Levitan Robert Sim 32 79 0 25 Oct 2022
Doubly Fair Dynamic Pricing Jianyu Xu Dan Qiao Yu-Xiang Wang 11 8 0 23 Sep 2022
Just Fine-tune Twice: Selective Differential Privacy for Large Language Models Weiyan Shi Ryan Shea Si-An Chen Chiyuan Zhang R. Jia Zhou Yu AAML 18 38 0 15 Apr 2022
Deduplicating Training Data Mitigates Privacy Risks in Language Models Nikhil Kandpal Eric Wallace Colin Raffel PILM MU 15 273 0 14 Feb 2022
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 237 590 0 14 Jul 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 267 1,808 0 14 Dec 2020