LLM性能評価

SpaLLM-Guard: Pairing SMS Spam Detection Using Open-source and Commercial LLMs

Authors: Muhammad Salman, Muhammad Ikram, Nardine Basta, Mohamed Ali Kaafar | Published: 2025-01-09
LLM性能評価
プロンプトインジェクション
学習の改善

LLM4CVE: Enabling Iterative Automated Vulnerability Repair with Large Language Models

Authors: Mohamad Fakih, Rahul Dharmaji, Halima Bouzidi, Gustavo Quiros Araya, Oluwatosin Ogundare, Mohammad Abdullah Al Faruque | Published: 2025-01-07
LLM性能評価
プロンプトエンジニアリング
自動脆弱性修復

Leveraging Large Language Models and Machine Learning for Smart Contract Vulnerability Detection

Authors: S M Mostaq Hossain, Amani Altarawneh, Jesse Roberts | Published: 2025-01-04
LLM性能評価
スマートコントラクト

CySecBench: Generative AI-based CyberSecurity-focused Prompt Dataset for Benchmarking Large Language Models

Authors: Johan Wahréus, Ahmed Mohamed Hussain, Panos Papadimitratos | Published: 2025-01-02
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

Shifting-Merging: Secure, High-Capacity and Efficient Steganography via Large Language Models

Authors: Minhao Bai, Jinshuai Yang, Kaiyi Pang, Yongfeng Huang, Yue Gao | Published: 2025-01-01
LLM性能評価
データの隠蔽

SecBench: A Comprehensive Multi-Dimensional Benchmarking Dataset for LLMs in Cybersecurity

Authors: Pengfei Jing, Mengyun Tang, Xiaorong Shi, Xing Zheng, Sen Nie, Shi Wu, Yong Yang, Xiapu Luo | Published: 2024-12-30 | Updated: 2025-01-06
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

Safeguarding System Prompts for LLMs

Authors: Zhifeng Jiang, Zhihua Jin, Guoliang He | Published: 2024-12-18 | Updated: 2025-01-09
LLM性能評価
プロンプトインジェクション
防御手法

Can LLM Prompting Serve as a Proxy for Static Analysis in Vulnerability Detection

Authors: Ira Ceka, Feitong Qiao, Anik Dey, Aastha Valecha, Gail Kaiser, Baishakhi Ray | Published: 2024-12-16 | Updated: 2025-01-18
LLM性能評価
プロンプティング戦略
プロンプトインジェクション

LUMIA: Linear probing for Unimodal and MultiModal Membership Inference Attacks leveraging internal LLM states

Authors: Luis Ibanez-Lissen, Lorena Gonzalez-Manzano, Jose Maria de Fuentes, Nicolas Anciaux, Joaquin Garcia-Alfaro | Published: 2024-11-29 | Updated: 2025-01-10
LLM性能評価
メンバーシップ推論

CleanVul: Automatic Function-Level Vulnerability Detection in Code Commits Using LLM Heuristics

Authors: Yikun Li, Ting Zhang, Ratnadira Widyasari, Yan Naing Tun, Huu Hung Nguyen, Tan Bui, Ivana Clairine Irsan, Yiran Cheng, Xiang Lan, Han Wei Ang, Frank Liauw, Martin Weyssow, Hong Jin Kang, Eng Lieh Ouh, Lwin Khin Shar, David Lo | Published: 2024-11-26 | Updated: 2025-01-16
LLM性能評価
コード変更分析
脆弱性管理