Author

Le-Le-Yu-Le-Le Yu

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Open access Sep 2026

A Map-Aware Destination Prediction Model for Location-Based Consumer Electronics

With the rapid development of smart devices and mobile Internet, Location-based Consumer Electronics (LCE) increasingly rely on accurate destination prediction to support location-aware services. However, existing destination prediction methods often rely on recurrent architectures or incorporate unfiltered map informa...

Le-Le-Yu-Le-Le Yu, Jing-Kang Yang, Xin Li · Applied System Innovation · 0 citations

#artificial intelligence Book Open access Sep 2026

SequenceO1: End-to-End Ultra-Long (100K) Sequence Modeling in Recommendation with Low-Rank Caching

Modern short-video recommenders must exploit ultra-long user histories—which can reach hundreds of thousands or even millions of interactions per user—but are constrained by strict latency and training-throughput budgets. As a result, production systems typically truncate histories or rely on two-stage retrieve-then-ra...

Lin Guan, Jia-Qi Yang, Zhi-Shan Zhao et al. · Proceedings of the 20th ACM... · 0 citations