AIセキュリティポータルbot

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

A Comprehensive Overview of Large Language Models (LLMs) for Cyber Defences: Opportunities and Directions

Authors: Mohammed Hassanin, Nour Moustafa | Published: 2024-05-23
LLM Security
Cybersecurity
Prompt Injection

Tighter Privacy Auditing of DP-SGD in the Hidden State Threat Model

Authors: Tudor Cebere, Aurélien Bellet, Nicolas Papernot | Published: 2024-05-23 | Updated: 2024-10-14
Data Privacy Assessment
Privacy Protection Method
Membership Inference

Evaluation of the Programming Skills of Large Language Models

Authors: Luc Bryan Heitz, Joun Chamas, Christopher Scherb | Published: 2024-05-23
LLM Performance Evaluation
Code Generation
Data Collection

Federated Domain-Specific Knowledge Transfer on Large Language Models Using Synthetic Data

Authors: Haoran Li, Xinyuan Zhao, Dadi Guo, Hanlin Gu, Ziqian Zeng, Yuxing Han, Yangqiu Song, Lixin Fan, Qiang Yang | Published: 2024-05-23
Few-Shot Learning
Dataset Generation
Privacy Protection Method

S-Eval: Towards Automated and Comprehensive Safety Evaluation for Large Language Models

Authors: Xiaohan Yuan, Jinfeng Li, Dongxia Wang, Yuefeng Chen, Xiaofeng Mao, Longtao Huang, Jialuo Chen, Hui Xue, Xiaoxia Liu, Wenhai Wang, Kui Ren, Jingyi Wang | Published: 2024-05-23 | Updated: 2025-04-07
Risk Analysis Method
Large Language Model
Safety Alignment