データ選択戦略

Memory-Based Malware Detection under Limited Data Conditions: A Comparative Evaluation of TabPFN and Ensemble Models

Authors: Valentin Leroy, Shuvalaxmi Dass, Sharif Ullah | Published: 2026-01-12
データ選択戦略
性能評価
機械学習応用

UnPII: Unlearning Personally Identifiable Information with Quantifiable Exposure Risk

Authors: Intae Jeon, Yujeong Kwon, Hyungjoon Koo | Published: 2026-01-05
データ選択戦略
プライバシー保護技術
モデルインバージョン

Certifying the Right to Be Forgotten: Primal-Dual Optimization for Sample and Label Unlearning in Vertical Federated Learning

Authors: Yu Jiang, Xindi Tong, Ziyao Liu, Xiaoxi Zhang, Kwok-Yan Lam, Chee Wei Tan | Published: 2025-12-29
データ選択戦略
マシン・アンラーニング
収束性分析

Casting a SPELL: Sentence Pairing Exploration for LLM Limitation-breaking

Authors: Yifan Huang, Xiaojun Jia, Wenbo Guo, Yuqiang Sun, Yihao Huang, Chong Wang, Yang Liu | Published: 2025-12-24
データ選択戦略
プロンプトインジェクション
敵対的攻撃検出

From Retrieval to Reasoning: A Framework for Cyber Threat Intelligence NER with Explicit and Adaptive Instructions

Authors: Jiaren Peng, Hongda Sun, Xuan Tian, Cheng Huang, Zeqing Li, Rui Yan | Published: 2025-12-22
RAG
データ選択戦略
プロンプトリーキング

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