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Quan Z. Sheng

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#graph neural networks Open access Oct 2026

POI location-aware services package recommendation for random groups

Recently, with the rapid growth of Point of Interest (POIs) and increasing of social activities, more and more individuals tend to join parties or trips with groups formed randomly (named random groups, RGs). Although some works have proposed wonderful POI recommendation methods for RGs, they failed to consider how to...

Ling Shang, Xiaoyu Song, Zhizong Liu et al. · 0 citations
#federated learning Open access Sep 2026

Federated learning: From design foundations to advanced participant selection paradigms

Federated Learning (FL) has emerged as a promising paradigm owing to its significant advantages over conventional centralized machine learning approaches. It is a decentralized learning framework in which a global model is iteratively constructed by aggregating locally trained models from distributed clients, thereby e...

Kasun Eranda Wijethilake, Adnan Mahmood, Fahmida Islam et al. · 0 citations

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