Diffusion-based cloud-edge-device collaborative learning for next POI recommendations

J Long, G Ye, T Chen, Y Wang, M Wang… - Proceedings of the 30th …, 2024 - dl.acm.org
The rapid expansion of Location-Based Social Networks (LBSNs) has highlighted the
importance of effective next Point-of-Interest (POI) recommendations, which leverage …

Poisoning decentralized collaborative recommender system and its countermeasures

R Zheng, L Qu, T Chen, K Zheng, Y Shi… - Proceedings of the 47th …, 2024 - dl.acm.org
To make room for privacy and efficiency, the deployment of many recommender systems is
experiencing a shift from central servers to personal devices, where the federated …

Robust federated contrastive recommender system against model poisoning attack

W Yuan, C Yang, L Qu, G Ye, QVH Nguyen… - arxiv preprint arxiv …, 2024 - arxiv.org
Federated Recommender Systems (FedRecs) have garnered increasing attention recently,
thanks to their privacy-preserving benefits. However, the decentralized and open …

Watermarking Recommender Systems

S Zhang, C Long, W Yuan, H Chen, H Yin - Proceedings of the 33rd ACM …, 2024 - dl.acm.org
Recommender systems embody significant commercial value and represent crucial
intellectual property. However, the integrity of these systems is constantly challenged by …

A Survey on Point-of-Interest Recommendation: Models, Architectures, and Security

Q Zhang, P Yang, J Yu, H Wang, X He, SM Yiu… - arxiv preprint arxiv …, 2024 - arxiv.org
The widespread adoption of smartphones and Location-Based Social Networks has led to a
massive influx of spatio-temporal data, creating unparalleled opportunities for enhancing …

[HTML][HTML] MOMTA-HN: A Secure and Reliable Multi-Objective Optimized Multipath Transmission Algorithm for Heterogeneous Networks

S Qi, L Yang, L Ma, S Jiang, Y Zhou, G Cheng - Electronics, 2024 - mdpi.com
With the rapid development of heterogeneous network technologies, such as mobile edge
computing, satellite communications, self-organizing networks, and the wired Internet …