データ選択戦略

Mind the Privacy Unit! User-Level Differential Privacy for Language Model Fine-Tuning

Authors: Lynn Chua, Badih Ghazi, Yangsibo Huang, Pritish Kamath, Ravi Kumar, Daogao Liu, Pasin Manurangsi, Amer Sinha, Chiyuan Zhang | Published: 2024-06-20 | Updated: 2024-08-16
ウォーターマーキング
データ選択戦略
プライバシー保護手法

What is in Your Safe Data? Identifying Benign Data that Breaks Safety

Authors: Luxi He, Mengzhou Xia, Peter Henderson | Published: 2024-04-01 | Updated: 2024-08-20
データ選択戦略
プロンプトインジェクション
心理的操作

Army of Thieves: Enhancing Black-Box Model Extraction via Ensemble based sample selection

Authors: Akshit Jindal, Vikram Goyal, Saket Anand, Chetan Arora | Published: 2023-11-08
データ選択戦略
メンバーシップ推論
学習の改善

A Personalised User Authentication System based on EEG Signals

Authors: Christos Stergiadis, Vasiliki-Despoina Kostaridou, Simeon Veloudis, Dimitrios Kazis, Manousos Klados | Published: 2022-07-13 | Updated: 2022-07-14
アルゴリズム設計
データ選択戦略
モデル性能評価

When a RF Beats a CNN and GRU, Together — A Comparison of Deep Learning and Classical Machine Learning Approaches for Encrypted Malware Traffic Classification

Authors: Adi Lichy, Ofek Bader, Ran Dubin, Amit Dvir, Chen Hajaj | Published: 2022-06-16
セキュリティ分析
データ選択戦略
分類パターン分析

YOU SHALL NOT COMPUTE on my Data: Access Policies for Privacy-Preserving Data Marketplaces and an Implementation for a Distributed Market using MPC

Authors: Stefan More, Lukas Alber | Published: 2022-06-15
アクセス制御
セキュリティ分析
データ選択戦略

A Characterization of Semi-Supervised Adversarially-Robust PAC Learnability

Authors: Idan Attias, Steve Hanneke, Yishay Mansour | Published: 2022-02-11 | Updated: 2024-05-05
アルゴリズム設計
データ選択戦略
ロバスト性評価

Case-based reasoning for rare events prediction on strategic sites

Authors: Vincent Vidal, Marie-Caroline Corbineau, Tugdual Ceillier | Published: 2022-02-10
データ収集
データ選択戦略
危険予測と緩和

Reconstructing Training Data with Informed Adversaries

Authors: Borja Balle, Giovanni Cherubin, Jamie Hayes | Published: 2022-01-13 | Updated: 2022-04-25
データ選択戦略
ポイズニング
再構成攻撃

Distribution-Invariant Differential Privacy

Authors: Xuan Bi, Xiaotong Shen | Published: 2021-11-08 | Updated: 2022-06-06
データ選択戦略
プライバシーリスク管理
線形モデル