AINeutralarXiv – CS AI · 10h ago6/10
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PrimeKG-CL: A Continual Graph Learning Benchmark on Evolving Biomedical Knowledge Graphs
Researchers introduced PrimeKG-CL, a benchmark dataset for continual graph learning built from nine biomedical databases with 129K+ nodes and 8.1M+ edges across two temporal snapshots (2021-2023). The work evaluates how different machine learning strategies handle evolving biomedical knowledge graphs, revealing that decoder choice and learning strategy interact significantly and that standard metrics fail to distinguish between retaining valid facts and forgetting outdated ones.
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