Model Architecture

On Large Language Models’ Hallucination with Regard to Known Facts

Authors: Che Jiang, Biqing Qi, Xiangyu Hong, Dayuan Fu, Yang Cheng, Fandong Meng, Mo Yu, Bowen Zhou, Jie Zhou | Published: 2024-03-29 | Updated: 2024-10-28
Hallucination
Detection of Hallucinations
Model Architecture

Self-Rewarding Language Models

Authors: Weizhe Yuan, Richard Yuanzhe Pang, Kyunghyun Cho, Xian Li, Sainbayar Sukhbaatar, Jing Xu, Jason Weston | Published: 2024-01-18 | Updated: 2024-02-08
Alignment
Model Architecture
Deep Learning

SecureBERT and LLAMA 2 Empowered Control Area Network Intrusion Detection and Classification

Authors: Xuemei Li, Huirong Fu | Published: 2023-11-19
Training Protocol
Model Architecture
Intrusion Detection System

FedTruth: Byzantine-Robust and Backdoor-Resilient Federated Learning Framework

Authors: Sheldon C. Ebron Jr., Kan Yang | Published: 2023-11-17
Model Architecture
Attack Method
Evaluation Method

Investigating the Effect of Misalignment on Membership Privacy in the White-box Setting

Authors: Ana-Maria Cretu, Daniel Jones, Yves-Alexandre de Montjoye, Shruti Tople | Published: 2023-06-08 | Updated: 2024-03-12
Privacy Analysis
Membership Inference
Model Architecture

Deep Learning model integrity checking mechanism using watermarking technique

Authors: Shahinul Hoque, Farhin Farhad Riya, Yingyuan Yang, Jinyuan Sun | Published: 2023-01-29 | Updated: 2025-03-21
DNN IP Protection Method
Watermarking
Model Architecture

Hierarchical fuzzy neural networks with privacy preservation for heterogeneous big data

Authors: Leijie Zhang, Ye Shi, Yu-Cheng Chang, Chin-Teng Lin | Published: 2022-09-18
Algorithm
Model Architecture
Hierarchical Classification Methods

Membership Inference Attacks by Exploiting Loss Trajectory

Authors: Yiyong Liu, Zhengyu Zhao, Michael Backes, Yang Zhang | Published: 2022-08-31
Membership Inference
Model Architecture
Adversarial attack

Reducing Certified Regression to Certified Classification for General Poisoning Attacks

Authors: Zayd Hammoudeh, Daniel Lowd | Published: 2022-08-29 | Updated: 2022-12-29
Poisoning
Model Architecture
Robust Regression

Security and Safety Aspects of AI in Industry Applications

Authors: Hans Dermot Doran | Published: 2022-07-16
Security Analysis
Training Protocol
Model Architecture