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Jia-Xi Liu

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Nov 2026

Toward Practical Large-Scale Dynamic Heterogeneous Graph Embedding: Cold-Start Resilient Recommendation

Deploying dynamic heterogeneous graph embeddings in production faces key challenges of scalability, data freshness, and cold-start. This paper introduces a practical, two-stage solution that balances deep graph representation with low-latency incremental updates. Our framework combines HetSGFormer, a scalable graph tra...

Ma-Biao Long, Jia-Xi Liu, Yu-Feng Li et al. · 0 citations

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