AIセキュリティポータルbot

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

Authors: Karl Tamberg, Hayretdin Bahsi | Published: 2024-05-24
LLM Performance Evaluation
Prompt Injection
Vulnerability Management

Lost in the Averages: A New Specific Setup to Evaluate Membership Inference Attacks Against Machine Learning Models

Authors: Florent Guépin, Nataša Krčo, Matthieu Meeus, Yves-Alexandre de Montjoye | Published: 2024-05-24
Membership Inference
Evaluation Method

ART: Automatic Red-teaming for Text-to-Image Models to Protect Benign Users

Authors: Guanlin Li, Kangjie Chen, Shudong Zhang, Jie Zhang, Tianwei Zhang | Published: 2024-05-24 | Updated: 2024-10-11
Content Moderation
Prompt Injection
Compliance with Ethical Guidelines

Transaction Fee Estimation in the Bitcoin System

Authors: Limeng Zhang, Rui Zhou, Qing Liu, Chengfei Liu, M. Ali Babar | Published: 2024-05-24
Blockchain Technology
Transaction Flow
Computational Complexity

Large Language Model Sentinel: LLM Agent for Adversarial Purification

Authors: Guang Lin, Toshihisa Tanaka, Qibin Zhao | Published: 2024-05-24 | Updated: 2025-04-23
Prompt validation
Adversarial Text Purification
Defense Mechanism

Cross-Task Defense: Instruction-Tuning LLMs for Content Safety

Authors: Yu Fu, Wen Xiao, Jia Chen, Jiachen Li, Evangelos Papalexakis, Aichi Chien, Yue Dong | Published: 2024-05-24
Content Moderation
Prompt Injection
Defense Method

A Simple Solution for Homomorphic Evaluation on Large Intervals

Authors: John Chiang | Published: 2024-05-24
Algorithm
Watermarking
Computational Efficiency

AdjointDEIS: Efficient Gradients for Diffusion Models

Authors: Zander W. Blasingame, Chen Liu | Published: 2024-05-23 | Updated: 2025-01-21
Watermarking
Compliance with Ethical Guidelines
Optimization Problem

SimPO: Simple Preference Optimization with a Reference-Free Reward

Authors: Yu Meng, Mengzhou Xia, Danqi Chen | Published: 2024-05-23 | Updated: 2024-11-01
Alignment
Selection and Evaluation of Optimization Algorithms
Deep Learning

A Systematic and Formal Study of the Impact of Local Differential Privacy on Fairness: Preliminary Results

Authors: Karima Makhlouf, Tamara Stefanovic, Heber H. Arcolezi, Catuscia Palamidessi | Published: 2024-05-23
Bias
Privacy Protection
Privacy Protection Method