AIセキュリティポータルbot

Enabling Privacy-Preserving Cyber Threat Detection with Federated Learning

Authors: Yu Bi, Yekai Li, Xuan Feng, Xianghang Mi | Published: 2024-04-08
スパム検出
ポイズニング
連合学習

Initial Exploration of Zero-Shot Privacy Utility Tradeoffs in Tabular Data Using GPT-4

Authors: Bishwas Mandal, George Amariucai, Shuangqing Wei | Published: 2024-04-07
データプライバシー評価
プライバシー保護手法
プロンプトインジェクション

Contextual Chart Generation for Cyber Deception

Authors: David D. Nguyen, David Liebowitz, Surya Nepal, Salil S. Kanhere, Sharif Abuadbba | Published: 2024-04-07
データ前処理
モデル設計
評価手法

PoLLMgraph: Unraveling Hallucinations in Large Language Models via State Transition Dynamics

Authors: Derui Zhu, Dingfan Chen, Qing Li, Zongxiong Chen, Lei Ma, Jens Grossklags, Mario Fritz | Published: 2024-04-06
LLMセキュリティ
LLM性能評価
評価手法

Advances in Differential Privacy and Differentially Private Machine Learning

Authors: Saswat Das, Subhankar Mishra | Published: 2024-04-06
ウォーターマーキング
データプライバシー評価
プライバシー保護手法

CANEDERLI: On The Impact of Adversarial Training and Transferability on CAN Intrusion Detection Systems

Authors: Francesco Marchiori, Mauro Conti | Published: 2024-04-06
侵入検知システム
敵対的訓練
脅威モデリング

Optimization of Lightweight Malware Detection Models For AIoT Devices

Authors: Felicia Lo, Shin-Ming Cheng, Rafael Kaliski | Published: 2024-04-06
メンバーシップ推論
モデル性能評価
リソース最適化

Fine-Tuning, Quantization, and LLMs: Navigating Unintended Outcomes

Authors: Divyanshu Kumar, Anurakt Kumar, Sahil Agarwal, Prashanth Harshangi | Published: 2024-04-05 | Updated: 2024-09-09
LLMセキュリティ
プロンプトインジェクション
安全性アライメント

Prompt Public Large Language Models to Synthesize Data for Private On-device Applications

Authors: Shanshan Wu, Zheng Xu, Yanxiang Zhang, Yuanbo Zhang, Daniel Ramage | Published: 2024-04-05 | Updated: 2024-08-07
データセット生成
プライバシー保護手法
連合学習

Evaluating Adversarial Robustness: A Comparison Of FGSM, Carlini-Wagner Attacks, And The Role of Distillation as Defense Mechanism

Authors: Trilokesh Ranjan Sarkar, Nilanjan Das, Pralay Sankar Maitra, Bijoy Some, Ritwik Saha, Orijita Adhikary, Bishal Bose, Jaydip Sen | Published: 2024-04-05
ウォーターマーキング
モデル性能評価
敵対的サンプル