学習の改善

Secure Transfer Learning: Training Clean Models Against Backdoor in (Both) Pre-trained Encoders and Downstream Datasets

Authors: Yechao Zhang, Yuxuan Zhou, Tianyu Li, Minghui Li, Shengshan Hu, Wei Luo, Leo Yu Zhang | Published: 2025-04-16
バックドアモデルの検知
学習の改善
防御手法の効果分析

Support is All You Need for Certified VAE Training

Authors: Changming Xu, Debangshu Banerjee, Deepak Vasisht, Gagandeep Singh | Published: 2025-04-16
学習の改善
敵対的攻撃
透かし設計

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning

Authors: Lili Zhang, Quanyan Zhu, Herman Ray, Ying Xie | Published: 2025-01-26
ネットワーク脅威検出
ユーザー活動解析
学習の改善

LegalGuardian: A Privacy-Preserving Framework for Secure Integration of Large Language Models in Legal Practice

Authors: M. Mikail Demir, Hakan T. Otal, M. Abdullah Canbaz | Published: 2025-01-19
プライバシー保護
学習の改善
安全性アライメント

SpaLLM-Guard: Pairing SMS Spam Detection Using Open-source and Commercial LLMs

Authors: Muhammad Salman, Muhammad Ikram, Nardine Basta, Mohamed Ali Kaafar | Published: 2025-01-09
LLM性能評価
プロンプトインジェクション
学習の改善

Ensuring superior learning outcomes and data security for authorized learner

Authors: Jeongho Bang, Wooyeong Song, Kyujin Shin, Yong-Su Kim | Published: 2025-01-01
セキュリティ保証
学習の改善

Detecting Unsuccessful Students in Cybersecurity Exercises in Two Different Learning Environments

Authors: Valdemar Švábenský, Kristián Tkáčik, Aubrey Birdwell, Richard Weiss, Ryan S. Baker, Pavel Čeleda, Jan Vykopal, Jens Mache, Ankur Chattopadhyay | Published: 2024-08-16
データ収集
学生のパフォーマンス予測
学習の改善

Improving the Generation Quality of Watermarked Large Language Models via Word Importance Scoring

Authors: Yuhang Li, Yihan Wang, Zhouxing Shi, Cho-Jui Hsieh | Published: 2023-11-16
トークン収集手法
学習の改善
深層学習手法

Seeing is Believing: A Federated Learning Based Prototype to Detect Wireless Injection Attacks

Authors: Aadil Hussain, Nitheesh Gundapu, Sarang Drugkar, Suraj Kiran, J. Harshan, Ranjitha Prasad | Published: 2023-11-11
学習の改善
深層学習手法
防御手法

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