性能評価手法

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

Improving LLM Outputs Against Jailbreak Attacks with Expert Model Integration

Authors: Tatia Tsmindashvili, Ana Kolkhidashvili, Dachi Kurtskhalia, Nino Maghlakelidze, Elene Mekvabishvili, Guram Dentoshvili, Orkhan Shamilov, Zaal Gachechiladze, Steven Saporta, David Dachi Choladze | Published: 2025-05-18 | Updated: 2025-08-11
プロンプトインジェクション
大規模言語モデル
性能評価手法

Network Attack Traffic Detection With Hybrid Quantum-Enhanced Convolution Neural Network

Authors: Zihao Wang, Kar Wai Fok, Vrizlynn L. L. Thing | Published: 2025-04-29
性能評価手法
攻撃検出
量子フレームワーク