AIセキュリティポータルbot

LineVD: Statement-level Vulnerability Detection using Graph Neural Networks

Authors: David Hin, Andrey Kan, Huaming Chen, M. Ali Babar | Published: 2022-03-10 | Updated: 2022-03-25
グラフニューラルネットワーク
深層学習手法
脆弱性分析

The Cross-evaluation of Machine Learning-based Network Intrusion Detection Systems

Authors: Giovanni Apruzzese, Luca Pajola, Mauro Conti | Published: 2022-03-09
データセット生成
フレームワーク
一般化性能

Adaptative Perturbation Patterns: Realistic Adversarial Learning for Robust Intrusion Detection

Authors: João Vitorino, Nuno Oliveira, Isabel Praça | Published: 2022-03-08 | Updated: 2022-03-29
DDoS攻撃
データ生成
ロバスト性評価

LSTMSPLIT: Effective SPLIT Learning based LSTM on Sequential Time-Series Data

Authors: Lianlian Jiang, Yuexuan Wang, Wenyi Zheng, Chao Jin, Zengxiang Li, Sin G. Teo | Published: 2022-03-08
プライバシー保護メカニズム
フレームワーク
計算複雑性

Towards Efficient Data-Centric Robust Machine Learning with Noise-based Augmentation

Authors: Xiaogeng Liu, Haoyu Wang, Yechao Zhang, Fangzhou Wu, Shengshan Hu | Published: 2022-03-08
データ生成
ロバスト性評価
防御手法

ImageNet-Patch: A Dataset for Benchmarking Machine Learning Robustness against Adversarial Patches

Authors: Maura Pintor, Daniele Angioni, Angelo Sotgiu, Luca Demetrio, Ambra Demontis, Battista Biggio, Fabio Roli | Published: 2022-03-07 | Updated: 2025-01-15
データセット生成
ロバスト性評価
最適化戦略

Vulnerability Detection in Open Source Software: An Introduction

Authors: Stuart Millar | Published: 2022-03-06
動的分析
脆弱性検出
静的分析

Flurry: a Fast Framework for Reproducible Multi-layered Provenance Graph Representation Learning

Authors: Maya Kapoor, Joshua Melton, Michael Ridenhour, Mahalavanya Sriram, Thomas Moyer, Siddharth Krishnan | Published: 2022-03-05
グラフ表現学習
データ生成
フレームワーク

Mobile authentication of copy detection patterns

Authors: Olga Taran, Joakim Tutt, Taras Holotyak, Roman Chaban, Slavi Bonev, Slava Voloshynovskiy | Published: 2022-03-04 | Updated: 2022-05-18
データセット生成
データ生成
モデル性能評価

Training language models to follow instructions with human feedback

Authors: Long Ouyang, Jeff Wu, Xu Jiang, Diogo Almeida, Carroll L. Wainwright, Pamela Mishkin, Chong Zhang, Sandhini Agarwal, Katarina Slama, Alex Ray, John Schulman, Jacob Hilton, Fraser Kelton, Luke Miller, Maddie Simens, Amanda Askell, Peter Welinder, Paul Christiano, Jan Leike, Ryan Lowe | Published: 2022-03-04
アライメント
ユーザー行動分析
性能評価