性能評価手法

Beyond Imprecise Distance Metrics: LLM-Predicted Target Call Stacks for Directed Greybox Fuzzing

Authors: Yifan Zhang, Xin Zhang | Published: 2025-10-27
ソフトウェアセキュリティ
性能評価手法
脆弱性検出

Generative AI for Critical Infrastructure in Smart Grids: A Unified Framework for Synthetic Data Generation and Anomaly Detection

Authors: Aydin Zaboli, Junho Hong | Published: 2025-08-12
カテゴリ変数の摂動手法
フレームワーク
性能評価手法

Robust Anomaly Detection in O-RAN: Leveraging LLMs against Data Manipulation Attacks

Authors: Thusitha Dayaratne, Ngoc Duy Pham, Viet Vo, Shangqi Lai, Sharif Abuadbba, Hajime Suzuki, Xingliang Yuan, Carsten Rudolph | Published: 2025-08-11
フレームワーク
プロンプトインジェクション
性能評価手法

Optimizing IoT Threat Detection with Kolmogorov-Arnold Networks (KANs)

Authors: Natalia Emelianova, Carlos Kamienski, Ronaldo C. Prati | Published: 2025-08-07
IoTネットワーク攻撃
性能評価手法
透かし設計

PRvL: Quantifying the Capabilities and Risks of Large Language Models for PII Redaction

Authors: Leon Garza, Anantaa Kotal, Aritran Piplai, Lavanya Elluri, Prajit Das, Aman Chadha | Published: 2025-08-07
RAG
性能評価手法
深層学習

Incident Response Planning Using a Lightweight Large Language Model with Reduced Hallucination

Authors: Kim Hammar, Tansu Alpcan, Emil C. Lupu | Published: 2025-08-07
RAGへのポイズニング攻撃
強化学習
性能評価手法

Matrix-Free Two-to-Infinity and One-to-Two Norms Estimation

Authors: Askar Tsyganov, Evgeny Frolov, Sergey Samsonov, Maxim Rakhuba | Published: 2025-08-06
ロバスト最適化
性能評価手法
深層学習

A Crowdsensing Intrusion Detection Dataset For Decentralized Federated Learning Models

Authors: Chao Feng, Alberto Huertas Celdran, Jing Han, Heqing Ren, Xi Cheng, Zien Zeng, Lucas Krauter, Gerome Bovet, Burkhard Stiller | Published: 2025-07-17
IoTデータ分析タスク
性能評価手法
特徴抽出

Robust Anomaly Detection in Network Traffic: Evaluating Machine Learning Models on CICIDS2017

Authors: Zhaoyang Xu, Yunbo Liu | Published: 2025-06-23 | Updated: 2025-08-11
モデルの頑健性保証
性能評価手法
異常検知手法

Sharpening Kubernetes Audit Logs with Context Awareness

Authors: Matteo Franzil, Valentino Armani, Luis Augusto Dias Knob, Domenico Siracusa | Published: 2025-06-19 | Updated: 2025-10-27
ログ分析の課題
性能評価手法
監査手法