Training Data Extraction Method

Extracting Memorized Training Data via Decomposition

Authors: Ellen Su, Anu Vellore, Amy Chang, Raffaele Mura, Blaine Nelson, Paul Kassianik, Amin Karbasi | Published: 2024-09-18 | Updated: 2024-10-01
Training Data Extraction Method
Prompting Strategy
Model Performance Evaluation

CaBaGe: Data-Free Model Extraction using ClAss BAlanced Generator Ensemble

Authors: Jonathan Rosenthal, Shanchao Liang, Kevin Zhang, Lin Tan | Published: 2024-09-16
Dataset Generation
Training Data Extraction Method
Model Extraction Attack

Hierarchical Classification for Intrusion Detection System: Effective Design and Empirical Analysis

Authors: Md. Ashraf Uddin, Sunil Aryal, Mohamed Reda Bouadjenek, Muna Al-Hawawreh, Md. Alamin Talukder | Published: 2024-03-17
Training Data Extraction Method
Model Performance Evaluation
Hierarchical Classification Methods

Traces of Memorisation in Large Language Models for Code

Authors: Ali Al-Kaswan, Maliheh Izadi, Arie van Deursen | Published: 2023-12-18 | Updated: 2024-01-15
Dataset Generation
Data Leakage
Training Data Extraction Method

Scalable Extraction of Training Data from (Production) Language Models

Authors: Milad Nasr, Nicholas Carlini, Jonathan Hayase, Matthew Jagielski, A. Feder Cooper, Daphne Ippolito, Christopher A. Choquette-Choo, Eric Wallace, Florian Tramèr, Katherine Lee | Published: 2023-11-28
Data Leakage
Training Data Extraction Method
Prompt Injection

When the Curious Abandon Honesty: Federated Learning Is Not Private

Authors: Franziska Boenisch, Adam Dziedzic, Roei Schuster, Ali Shahin Shamsabadi, Ilia Shumailov, Nicolas Papernot | Published: 2021-12-06 | Updated: 2023-04-12
Data Extraction and Analysis
Training Data Extraction Method
Poisoning

Understanding Training-Data Leakage from Gradients in Neural Networks for Image Classification

Authors: Cangxiong Chen, Neill D. F. Campbell | Published: 2021-11-19
Training Data Extraction Method
Reconstruction Attack
Defense Mechanism

NN-EMD: Efficiently Training Neural Networks using Encrypted Multi-Sourced Datasets

Authors: Runhua Xu, James Joshi, Chao Li | Published: 2020-12-18 | Updated: 2021-04-18
Data Protection Method
Training Data Extraction Method
Encryption Protocol

Identification of Metallic Objects using Spectral MPT Signatures: Object Characterisation and Invariants

Authors: P. D. Ledger, B. A. Wilson, A. A. S. Amad, W. R. B. Lionheart | Published: 2020-12-18
Watermarking
Dataset evaluation
Training Data Extraction Method

Stealing Black-Box Functionality Using The Deep Neural Tree Architecture

Authors: Daniel Teitelman, Itay Naeh, Shie Mannor | Published: 2020-02-23
Training Data Extraction Method
Training Method
Machine Learning Method