When box meets graph neural network in tag-aware recommendation

F Lin, Z Zhao, X Zhu, D Zhang, S Shen, X Li… - Proceedings of the 30th …, 2024 - dl.acm.org
… Along this line, we propose utilizing the volume of the intersection areas as the matching
score. However, we may encounter the gradient vanishing issue if there is no overlap between …

Multi-Behavior Recommendation with Personalized Directed Acyclic Behavior Graphs

X Zhu, F Lin, Z Zhao, T Xu, X Zhao, Z Yin, X Li… - ACM Transactions on …, 2024 - dl.acm.org
… Along this line, we propose a customized and heuristic approach to obtain user-specific
correlation scores. In particular, according to the collections of items that users have interacted …

Adversarial Attack and Defense on Discrete Time Dynamic Graphs

…, Y Yang, Z Yin, T Xu, X Zhu, F Lin… - … on Knowledge and …, 2024 - ieeexplore.ieee.org
Graph learning methods have achieved remarkable performance in various domains such
as social recommendation, financial fraud detection, and so on. In real applications, the …

Knowledge Graph Pruning for Recommendation

F Lin, X Zhu, Z Zhao, D Huang, Y Yu, X Li… - arXiv preprint arXiv …, 2024 - arxiv.org
… Along this line, we propose a simple yet effective method to … Along this line, we will introduce
how we construct the dual-view … Along this line, we realize that the essence of user interest …

DynLLM: When Large Language Models Meet Dynamic Graph Recommendation

Z Zhao, F Lin, X Zhu, Z Zheng, T Xu, S Shen… - arXiv preprint arXiv …, 2024 - arxiv.org
Last year has witnessed the considerable interest of Large Language Models (LLMs) for their
potential applications in recommender systems, which may mitigate the persistent issue of …

A comprehensive survey on machine learning approaches for fake news detection

J Alghamdi, S Luo, Y Lin - Multimedia Tools and Applications, 2024 - Springer
… The proliferation of fake news on social media platforms poses significant challenges to …
by purveyors of fake news continue to evolve, there is an urgent need for automatic fake news …

[BOEK][B] Fake stuff: China and the rise of counterfeit goods

YCJ Lin - 2011 - taylorfrancis.com
… Yi-Chieh Jessica Lin reveals how the entrepreneurial energy of emerging markets, such
as China, includes the opportunity to profit from fake stuff, that is counterfeit goods that rely on …

The role of analytical reasoning and source credibility on the evaluation of real and fake full-length news articles

D Pehlivanoglu, T Lin, F Deceus, A Heemskerk… - … research: principles and …, 2021 - Springer
… in line with our predictions, higher analytical reasoning was associated with more accurate
detection of fake … provides support for a role of analytical reasoning on fake news detection. In …

A comparative study of machine learning and deep learning techniques for fake news detection

J Alghamdi, Y Lin, S Luo - Information, 2022 - mdpi.com
… of fake news detection as a binary classification, where a model is created to predict the
credibility of a piece of news as either fake … The goal of fake news detection is to predict whether …

Towards online anti-opinion spam: Spotting fake reviews from the review sequence

Y Lin, T Zhu, H Wu, J Zhang, X Wang… - 2014 IEEE/ACM …, 2014 - ieeexplore.ieee.org
… In this paper, we explore the issue on fake review … of fake reviews firstly. Based on review
contents and reviewer behaviors, six time sensitive features are proposed to highlight the fake