Data Generation Method

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

Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Authors: Akari Asai, Zeqiu Wu, Yizhong Wang, Avirup Sil, Hannaneh Hajishirzi | Published: 2023-10-17
RAG
Data Generation Method
Framework

Towards LLM-based Fact Verification on News Claims with a Hierarchical Step-by-Step Prompting Method

Authors: Xuan Zhang, Wei Gao | Published: 2023-09-30
Few-Shot Learning
Data Generation Method
Detection of Misinformation

In-Context Retrieval-Augmented Language Models

Authors: Ori Ram, Yoav Levine, Itay Dalmedigos, Dor Muhlgay, Amnon Shashua, Kevin Leyton-Brown, Yoav Shoham | Published: 2023-01-31 | Updated: 2023-08-01
RAG
Data Generation Method
Performance Evaluation

Generate rather than Retrieve: Large Language Models are Strong Context Generators

Authors: Wenhao Yu, Dan Iter, Shuohang Wang, Yichong Xu, Mingxuan Ju, Soumya Sanyal, Chenguang Zhu, Michael Zeng, Meng Jiang | Published: 2022-09-21 | Updated: 2023-01-25
RAG
Data Generation Method
Knowledge Extraction Method