モデル性能評価

Robustness Over Time: Understanding Adversarial Examples’ Effectiveness on Longitudinal Versions of Large Language Models

Authors: Yugeng Liu, Tianshuo Cong, Zhengyu Zhao, Michael Backes, Yun Shen, Yang Zhang | Published: 2023-08-15 | Updated: 2024-05-06
プロンプトインジェクション
モデル性能評価
ロバスト性に関する評価

FedEdge AI-TC: A Semi-supervised Traffic Classification Method based on Trusted Federated Deep Learning for Mobile Edge Computing

Authors: Pan Wang, Zeyi Li, Mengyi Fu, Zixuan Wang, Ze Zhang, MinYao Liu | Published: 2023-08-14
モデルの解釈性
モデル性能評価
連合学習

An Empirical Study on Using Large Language Models to Analyze Software Supply Chain Security Failures

Authors: Tanmay Singla, Dharun Anandayuvaraj, Kelechi G. Kalu, Taylor R. Schorlemmer, James C. Davis | Published: 2023-08-09
サイバー攻撃
プロンプトインジェクション
モデル性能評価

A Feature Set of Small Size for the PDF Malware Detection

Authors: Ran Liu, Charles Nicholas | Published: 2023-08-09 | Updated: 2023-08-10
ウォーターマーキング
モデル性能評価
特徴選択手法

VulLibGen: Generating Names of Vulnerability-Affected Packages via a Large Language Model

Authors: Tianyu Chen, Lin Li, Liuchuan Zhu, Zongyang Li, Xueqing Liu, Guangtai Liang, Qianxiang Wang, Tao Xie | Published: 2023-08-09 | Updated: 2024-05-18
CVE情報抽出
モデル性能評価
生成モデルの課題

Is there a Trojan! : Literature survey and critical evaluation of the latest ML based modern intrusion detection systems in IoT environments

Authors: Vishal Karanam | Published: 2023-06-14
セキュリティ分析
モデル性能評価
機械学習技術

JABBERWOCK: A Tool for WebAssembly Dataset Generation and Its Application to Malicious Website Detection

Authors: Chika Komiya, Naoto Yanai, Kyosuke Yamashita, Shingo Okamura | Published: 2023-06-09
データセット生成
モデル性能評価
悪意のあるウェブサイト検出

It Is All About Data: A Survey on the Effects of Data on Adversarial Robustness

Authors: Peiyu Xiong, Michael Tegegn, Jaskeerat Singh Sarin, Shubhraneel Pal, Julia Rubin | Published: 2023-03-17 | Updated: 2023-10-17
データ収集
モデル性能評価
機械学習の基礎

Automated Machine Learning for Deep Learning based Malware Detection

Authors: Austin Brown, Maanak Gupta, Mahmoud Abdelsalam | Published: 2023-03-03 | Updated: 2023-11-03
ハイパーパラメータ調整
マルウェア検出
モデル性能評価

Enhancing Vulnerability Prioritization: Data-Driven Exploit Predictions with Community-Driven Insights

Authors: Jay Jacobs, Sasha Romanosky, Octavian Suciu, Benjamin Edwards, Armin Sarabi | Published: 2023-02-27 | Updated: 2023-06-15
データ収集
モデル性能評価
脆弱性予測