メンバーシップ推論

TVineSynth: A Truncated C-Vine Copula Generator of Synthetic Tabular Data to Balance Privacy and Utility

Authors: Elisabeth Griesbauer, Claudia Czado, Arnoldo Frigessi, Ingrid Hobæk Haff | Published: 2025-03-20
データ生成
プライバシー保護機械学習
メンバーシップ推論

Membership Inference Risks in Quantized Models: A Theoretical and Empirical Study

Authors: Eric Aubinais, Philippe Formont, Pablo Piantanida, Elisabeth Gassiat | Published: 2025-02-10
メンバーシップ推論
量子化とプライバシー

Smoothed Embeddings for Robust Language Models

Authors: Ryo Hase, Md Rafi Ur Rashid, Ashley Lewis, Jing Liu, Toshiaki Koike-Akino, Kieran Parsons, Ye Wang | Published: 2025-01-27
プロンプトインジェクション
メンバーシップ推論
敵対的訓練

Intermediate Outputs Are More Sensitive Than You Think

Authors: Tao Huang, Qingyu Huang, Jiayang Meng | Published: 2024-12-01
プライバシー保護
メンバーシップ推論

LUMIA: Linear probing for Unimodal and MultiModal Membership Inference Attacks leveraging internal LLM states

Authors: Luis Ibanez-Lissen, Lorena Gonzalez-Manzano, Jose Maria de Fuentes, Nicolas Anciaux, Joaquin Garcia-Alfaro | Published: 2024-11-29 | Updated: 2025-01-10
LLM性能評価
メンバーシップ推論

Resilience in Knowledge Graph Embeddings

Authors: Arnab Sharma, N'Dah Jean Kouagou, Axel-Cyrille Ngonga Ngomo | Published: 2024-10-28
メンバーシップ推論
防御手法

Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings

Authors: Hossein Mirzaei, Mackenzie W. Mathis | Published: 2024-10-14 | Updated: 2025-01-26
メンバーシップ推論
敵対的訓練

MergePrint: Robust Fingerprinting against Merging Large Language Models

Authors: Shojiro Yamabe, Tsubasa Takahashi, Futa Waseda, Koki Wataoka | Published: 2024-10-11
メンバーシップ推論
最適化問題

Detecting Training Data of Large Language Models via Expectation Maximization

Authors: Gyuwan Kim, Yang Li, Evangelia Spiliopoulou, Jie Ma, Miguel Ballesteros, William Yang Wang | Published: 2024-10-10
LLM性能評価
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FRIDA: Free-Rider Detection using Privacy Attacks

Authors: Pol G. Recasens, Ádám Horváth, Alberto Gutierrez-Torre, Jordi Torres, Josep Ll. Berral, Balázs Pejó | Published: 2024-10-07
FR検出メカニズム
メンバーシップ推論