Last One Standing: A Comparative Analysis of Security and Privacy of
Soft Prompt Tuning, LoRA, and In-Context Learning

Last One Standing: A Comparative Analysis of Security and Privacy of Soft Prompt Tuning, LoRA, and In-Context Learning

17 October 2023

Michael Backes

Papers citing "Last One Standing: A Comparative Analysis of Security and Privacy of Soft Prompt Tuning, LoRA, and In-Context Learning"

13 / 13 papers shown

Title
AIDBench: A benchmark for evaluating the authorship identification capability of large language models Zichen Wen Dadi Guo Huishuai Zhang 77 0 0 20 Nov 2024
On the Privacy Risk of In-context Learning Haonan Duan Adam Dziedzic Mohammad Yaghini Nicolas Papernot Franziska Boenisch SILM PILM 61 36 0 15 Nov 2024
Demonstration Attack against In-Context Learning for Code Intelligence Yifei Ge Weisong Sun Yihang Lou Chunrong Fang Yiran Zhang Yiming Li Xiaofang Zhang Yang Liu Zhihong Zhao Zhenyu Chen AAML 28 1 0 03 Oct 2024
Understanding Data Importance in Machine Learning Attacks: Does Valuable Data Pose Greater Harm? Rui Wen Michael Backes Yang Zhang TDI AAML 44 0 0 05 Sep 2024
Membership Inference Attacks Against In-Context Learning Rui Wen Zehan Li Michael Backes Yang Zhang 39 6 0 02 Sep 2024
Hey, That's My Model! Introducing Chain & Hash, An LLM Fingerprinting Technique M. Russinovich Ahmed Salem 51 12 0 15 Jul 2024
BadAgent: Inserting and Activating Backdoor Attacks in LLM Agents Yifei Wang Dizhan Xue Shengjie Zhang Shengsheng Qian AAML LLMAG 40 22 0 05 Jun 2024
Great, Now Write an Article About That: The Crescendo Multi-Turn LLM Jailbreak Attack M. Russinovich Ahmed Salem Ronen Eldan 56 77 0 02 Apr 2024
PreCurious: How Innocent Pre-Trained Language Models Turn into Privacy Traps Ruixuan Liu Tianhao Wang Yang Cao Li Xiong AAML SILM 56 15 0 14 Mar 2024
Maatphor: Automated Variant Analysis for Prompt Injection Attacks Ahmed Salem Andrew J. Paverd Boris Köpf 32 8 0 12 Dec 2023
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,858 0 18 Apr 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 1,815 0 14 Dec 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,959 0 20 Apr 2018