AIセキュリティポータルbot

PAC-Bayesian Adversarially Robust Generalization for Message Passing Graph Neural Networks: A Sensitivity Analysis

Authors: Ziling Liang, Xinping Yi, Qingsong Wen, Shi Jin | Published: 2026-06-04
モデルの頑健性保証
ロバスト性分析
機械学習

Robust Ensemble of Selectively Strengthened and Augmented Predictors

Authors: Parsa Memarzadehsaghezi, Zahra Hashemi, Pooria Madani, Mehran Ebrahimi | Published: 2026-06-04
モデル抽出攻撃の検知
ロバスト性向上手法
敵対的攻撃評価

TinyML-Driven Cybersecurity for Autonomous Spacecraft: Latency-Accuracy Analysis for SPARTA RF and Cyber Threat Detection

Authors: Van Le, Trevor Tran, Tan Le | Published: 2026-06-04
ロバスト性評価
効率性評価
機械学習

Membrane: A Self-Evolving Contrastive Safety Memory for LLM Agent Defense

Authors: Minseok Choi, Seungbin Yang, Dongjin Kim, Subin Kim, Jungmin Son, Yunseung Lee, Jaegul Choo, Youngjun Kwak | Published: 2026-06-04
データ収集手法
プロンプトインジェクション
ロバスト性評価

An Embarrassingly Simple Detector for Model Extraction Attacks in Large Language Model API Traffic

Authors: Shuze Liu, Qianwen Guo, Yushun Dong | Published: 2026-06-04
モデル抽出攻撃
効率性評価
検出手法の分析

Hybrid CNN-LSTM Framework for Intelligent Cyber Attack Detection and Prevention in U.S. Critical Digital Infrastructure: A Comparative Machine Learning Evaluation on CSE-CIC-IDS2018

Authors: Md. Iqbal Hossan, Md. Serajul Kabir Chowdhury Rubel, Md. Arifur Rahman, B. M. Taslimul Haque | Published: 2026-06-04
文献レビュー
機械学習
機械学習フレームワーク

Explainable AI-Driven Cyber Risk Analytics and Model Reliability Assessment for Intelligent Governance of U.S. Critical Infrastructure: An XGBoost and SHAP-Based Intrusion Detection Framework

Authors: B. M. Taslimul Haque, Md. Arifur Rahman, Md. Serajul Kabir Chowdhury Rubel, Md. Iqbal Hossan | Published: 2026-06-04
リスク評価
解釈可能性
説明可能性評価

Cognitive Threat Intelligence and Explainable Federated Security Analytics for distributed Infrastructure Systems

Authors: Md. Arifur Rahman, B. M. Taslimul Haque, Md. Iqbal Hossan, Md. Serajul Kabir Chowdhury Rubel | Published: 2026-06-04
XAI(説明可能なAI)
機械学習
連合学習

SlotGCG: Exploiting the Positional Vulnerability in LLMs for Jailbreak Attacks

Authors: Seungwon Jeong, Jiwoo Jeong, Hyeonjin Kim, Yunseok Lee, Woojin Lee | Published: 2026-06-04
プロンプトインジェクション
大規模言語モデル
敵対的攻撃評価

Dimensionality Reduction for Cyberattack Classification: A Comparative Evaluation of PCA and Linear Predictive Coding

Authors: Nelly Elsayed, Zag ElSayed, Navid Asadizanjani | Published: 2026-06-04
ロバスト性評価
効率性評価
機械学習