PII-Compass: Guiding LLM training data extraction prompts towards the target PII via grounding

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PII-Compass: Guiding LLM training data extraction prompts towards the target PII via grounding

3 July 2024

Krishna Kanth Nakka

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Papers citing "PII-Compass: Guiding LLM training data extraction prompts towards the target PII via grounding"

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Title
Retracing the Past: LLMs Emit Training Data When They Get Lost Myeongseob Ko Nikhil Reddy Billa Adam Nguyen Charles Fleming Ming Jin R. Jia AAML 57 0 0 27 Oct 2025
Minimizing the Value-at-Risk of Loan Portfolio via Deep Neural Networks Albert Di Wang Ye Du 76 0 0 08 Oct 2025
GEP: A GCG-Based method for extracting personally identifiable information from chatbots built on small language models Jieli Zhu Vi Ngoc-Nha Tran 124 0 0 25 Sep 2025
DP-Fusion: Token-Level Differentially Private Inference for Large Language Models Rushil Thareja Preslav Nakov Praneeth Vepakomma Nils Lukas 134 1 0 06 Jul 2025
ReCIT: Reconstructing Full Private Data from Gradient in Parameter-Efficient Fine-Tuning of Large Language Models Jin Xie Ruishi He Songze Li Xiaojun Jia R. Beyah SILM AAML 268 2 0 29 Apr 2025
Merger-as-a-Stealer: Stealing Targeted PII from Aligned LLMs with Model Merging Lin Lu Zhigang Zuo Ziji Sheng Pan Zhou MoMe 262 1 0 22 Feb 2025
Security and Privacy Challenges of Large Language Models: A Survey B. Das M. H. Amini Yanzhao Wu PILM ELM 312 280 0 30 Jan 2024