LLM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

Towards Next-Generation Steganalysis: LLMs Unleash the Power of Detecting Steganography

Authors: Minhao Bai. Jinshuai Yang, Kaiyi Pang, Huili Wang, Yongfeng Huang | Published: 2024-05-15
LLM性能評価
ドメイン非依存性
透かし評価

DoLLM: How Large Language Models Understanding Network Flow Data to Detect Carpet Bombing DDoS

Authors: Qingyang Li, Yihang Zhang, Zhidong Jia, Yannan Hu, Lei Zhang, Jianrong Zhang, Yongming Xu, Yong Cui, Zongming Guo, Xinggong Zhang | Published: 2024-05-13
DDoS攻撃検出
LLM性能評価
モデル性能評価

Oedipus: LLM-enchanced Reasoning CAPTCHA Solver

Authors: Gelei Deng, Haoran Ou, Yi Liu, Jie Zhang, Tianwei Zhang, Yang Liu | Published: 2024-05-13
CAPTCHAソルバー
LLM性能評価
プロンプトインジェクション

PLeak: Prompt Leaking Attacks against Large Language Model Applications

Authors: Bo Hui, Haolin Yuan, Neil Gong, Philippe Burlina, Yinzhi Cao | Published: 2024-05-10 | Updated: 2024-05-14
LLM性能評価
プロンプトインジェクション
メンバーシップ推論

Risks of Practicing Large Language Models in Smart Grid: Threat Modeling and Validation

Authors: Jiangnan Li, Yingyuan Yang, Jinyuan Sun | Published: 2024-05-10 | Updated: 2025-04-21
LLM性能評価
インダイレクトプロンプトインジェクション
攻撃検出

SEvenLLM: Benchmarking, Eliciting, and Enhancing Abilities of Large Language Models in Cyber Threat Intelligence

Authors: Hangyuan Ji, Jian Yang, Linzheng Chai, Chaoren Wei, Liqun Yang, Yunlong Duan, Yunli Wang, Tianzhen Sun, Hongcheng Guo, Tongliang Li, Changyu Ren, Zhoujun Li | Published: 2024-05-06 | Updated: 2024-06-03
LLM性能評価
サイバーセキュリティ
データセット生成

WitheredLeaf: Finding Entity-Inconsistency Bugs with LLMs

Authors: Hongbo Chen, Yifan Zhang, Xing Han, Huanyao Rong, Yuheng Zhang, Tianhao Mao, Hang Zhang, XiaoFeng Wang, Luyi Xing, Xun Chen | Published: 2024-05-02
LLM性能評価
コード生成
プロンプトインジェクション

Unleashing the Power of LLM to Infer State Machine from the Protocol Implementation

Authors: Haiyang Wei, Ligeng Chen, Zhengjie Du, Yuhan Wu, Haohui Huang, Yue Liu, Guang Cheng, Fengyuan Xu, Linzhang Wang, Bing Mao | Published: 2024-05-01 | Updated: 2025-03-27
LLM性能評価
プロンプトインジェクション
状態遷移モデル