Data Generation Method

Learning from Few Samples: A Novel Approach for High-Quality Malcode Generation

Authors: Haijian Ma, Daizong Liu, Xiaowen Cai, Pan Zhou, Yulai Xie | Published: 2025-08-25
Data Generation Method
Training Method
Watermark

Consiglieres in the Shadow: Understanding the Use of Uncensored Large Language Models in Cybercrimes

Authors: Zilong Lin, Zichuan Li, Xiaojing Liao, XiaoFeng Wang | Published: 2025-08-18
Disabling Safety Mechanisms of LLM
Data Generation Method
Calculation of Output Harmfulness

Large Language Model-Based Framework for Explainable Cyberattack Detection in Automatic Generation Control Systems

Authors: Muhammad Sharshar, Ahmad Mohammad Saber, Davor Svetinovic, Amr M. Youssef, Deepa Kundur, Ehab F. El-Saadany | Published: 2025-07-29 | Updated: 2025-08-26
Indirect Prompt Injection
Data Generation Method
Hybrid Algorithm

Can LLMs Handle WebShell Detection? Overcoming Detection Challenges with Behavioral Function-Aware Framework

Authors: Feijiang Han, Jiaming Zhang, Chuyi Deng, Jianheng Tang, Yunhuai Liu | Published: 2025-04-14 | Updated: 2025-08-26
Data Generation Method
Program Analysis
Prompt leaking

Anomaly-Flow: A Multi-domain Federated Generative Adversarial Network for Distributed Denial-of-Service Detection

Authors: Leonardo Henrique de Melo, Gustavo de Carvalho Bertoli, Michele Nogueira, Aldri Luiz dos Santos, Lourenço Alves Pereira Junior | Published: 2025-03-18
Cyber Threat
Data Generation Method
Attack Method

Winning the MIDST Challenge: New Membership Inference Attacks on Diffusion Models for Tabular Data Synthesis

Authors: Xiaoyu Wu, Yifei Pang, Terrance Liu, Steven Wu | Published: 2025-03-15
Data Generation Method
Membership Disclosure Risk
Attack Method

Synthesizing Access Control Policies using Large Language Models

Authors: Adarsh Vatsa, Pratyush Patel, William Eiers | Published: 2025-03-14
Bias Detection in AI Output
Data Generation Method
Privacy Design Principles

KTO: Model Alignment as Prospect Theoretic Optimization

Authors: Kawin Ethayarajh, Winnie Xu, Niklas Muennighoff, Dan Jurafsky, Douwe Kiela | Published: 2024-02-02 | Updated: 2024-11-19
Alignment
Data Generation Method
Deep Learning

Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations

Authors: Hakan Inan, Kartikeya Upasani, Jianfeng Chi, Rashi Rungta, Krithika Iyer, Yuning Mao, Michael Tontchev, Qing Hu, Brian Fuller, Davide Testuggine, Madian Khabsa | Published: 2023-12-07
Alignment
Data Generation Method
Risk Analysis Method

A General Theoretical Paradigm to Understand Learning from Human Preferences

Authors: Mohammad Gheshlaghi Azar, Mark Rowland, Bilal Piot, Daniel Guo, Daniele Calandriello, Michal Valko, Rémi Munos | Published: 2023-10-18 | Updated: 2023-11-22
Alignment
Data Generation Method
Deep Learning