データ漏洩

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
データセット生成
データ漏洩
トレーニングデータ抽出手法

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
データ漏洩
トレーニングデータ抽出手法
プロンプトインジェクション

Security Challenges for Cloud or Fog Computing-Based AI Applications

Authors: Amir Pakmehr, Andreas Aßmuth, Christoph P. Neumann, Gerald Pirkl | Published: 2023-10-30 | Updated: 2023-12-20
エッジコンピューティング
セキュリティ分析
データ漏洩

In-Context Unlearning: Language Models as Few Shot Unlearners

Authors: Martin Pawelczyk, Seth Neel, Himabindu Lakkaraju | Published: 2023-10-11 | Updated: 2024-06-06
データ漏洩
性能評価
機械学習技術

“It’s a Fair Game”, or Is It? Examining How Users Navigate Disclosure Risks and Benefits When Using LLM-Based Conversational Agents

Authors: Zhiping Zhang, Michelle Jia, Hao-Ping Lee, Bingsheng Yao, Sauvik Das, Ada Lerner, Dakuo Wang, Tianshi Li | Published: 2023-09-20 | Updated: 2024-04-02
データ漏洩
プライバシー手法
ユーザー教育

What can we learn from Data Leakage and Unlearning for Law?

Authors: Jaydeep Borkar | Published: 2023-07-19
データ漏洩
メモリゼーションの測定
透かし評価

MasterKey: Automated Jailbreak Across Multiple Large Language Model Chatbots

Authors: Gelei Deng, Yi Liu, Yuekang Li, Kailong Wang, Ying Zhang, Zefeng Li, Haoyu Wang, Tianwei Zhang, Yang Liu | Published: 2023-07-16 | Updated: 2023-10-25
データ漏洩
プロンプトインジェクション
透かしの耐久性

ProPILE: Probing Privacy Leakage in Large Language Models

Authors: Siwon Kim, Sangdoo Yun, Hwaran Lee, Martin Gubri, Sungroh Yoon, Seong Joon Oh | Published: 2023-07-04
データ漏洩
プライバシー侵害
プロンプティング戦略

Overconfidence is a Dangerous Thing: Mitigating Membership Inference Attacks by Enforcing Less Confident Prediction

Authors: Zitao Chen, Karthik Pattabiraman | Published: 2023-07-04
セキュリティ保証
データ漏洩
メンバーシップ推論

Distribution inference risks: Identifying and mitigating sources of leakage

Authors: Valentin Hartmann, Léo Meynent, Maxime Peyrard, Dimitrios Dimitriadis, Shruti Tople, Robert West | Published: 2022-09-18
データ漏洩
メンバーシップ推論
情報漏洩の原因