LLM性能評価

Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning

Authors: Xiaohu Du, Ming Wen, Jiahao Zhu, Zifan Xie, Bin Ji, Huijun Liu, Xuanhua Shi, Hai Jin | Published: 2024-06-06
CVE情報抽出
LLM性能評価
脆弱性管理

Decoupled Alignment for Robust Plug-and-Play Adaptation

Authors: Haozheng Luo, Jiahao Yu, Wenxin Zhang, Jialong Li, Jerry Yao-Chieh Hu, Xinyu Xing, Han Liu | Published: 2024-06-03 | Updated: 2024-06-06
LLM性能評価
プロンプトインジェクション
モデル性能評価

BadRAG: Identifying Vulnerabilities in Retrieval Augmented Generation of Large Language Models

Authors: Jiaqi Xue, Mengxin Zheng, Yebowen Hu, Fei Liu, Xun Chen, Qian Lou | Published: 2024-06-03 | Updated: 2024-06-06
LLM性能評価
クエリの多様性
クエリ生成手法

$$\mathbf{L^2\cdot M = C^2}$$ Large Language Models are Covert Channels

Authors: Simen Gaure, Stefanos Koffas, Stjepan Picek, Sondre Rønjom | Published: 2024-05-24 | Updated: 2024-10-07
LLM性能評価
ウォーターマーキング
セキュアな通信チャネル

Harnessing Large Language Models for Software Vulnerability Detection: A Comprehensive Benchmarking Study

Authors: Karl Tamberg, Hayretdin Bahsi | Published: 2024-05-24
LLM性能評価
プロンプトインジェクション
脆弱性管理

Evaluation of the Programming Skills of Large Language Models

Authors: Luc Bryan Heitz, Joun Chamas, Christopher Scherb | Published: 2024-05-23
LLM性能評価
コード生成
データ収集

Generative AI in Cybersecurity: A Comprehensive Review of LLM Applications and Vulnerabilities

Authors: Mohamed Amine Ferrag, Fatima Alwahedi, Ammar Battah, Bilel Cherif, Abdechakour Mechri, Norbert Tihanyi, Tamas Bisztray, Merouane Debbah | Published: 2024-05-21 | Updated: 2025-01-17
LLM性能評価
サイバーセキュリティ
プロンプトインジェクション

Information Leakage from Embedding in Large Language Models

Authors: Zhipeng Wan, Anda Cheng, Yinggui Wang, Lei Wang | Published: 2024-05-20 | Updated: 2024-05-22
LLM性能評価
メンバーシップ推論
モデル性能評価

Large Language Models in Wireless Application Design: In-Context Learning-enhanced Automatic Network Intrusion Detection

Authors: Han Zhang, Akram Bin Sediq, Ali Afana, Melike Erol-Kantarci | Published: 2024-05-17
Few-Shot Learning
LLM性能評価
自動化された侵入検知システム

Transfer Learning in Pre-Trained Large Language Models for Malware Detection Based on System Calls

Authors: Pedro Miguel Sánchez Sánchez, Alberto Huertas Celdrán, Gérôme Bovet, Gregorio Martínez Pérez | Published: 2024-05-15
LLM性能評価
データ前処理
マルウェア分類