Author

Shandian Zhe

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#artificial intelligence Preprint Oct 2026

Foundation Models for Event Prediction Across Heterogeneous Event Logs

Event logs are ubiquitous across real-world domains, including business processes, manufacturing workflows, healthcare, and many other operational systems. Yet event logs can differ substantially in their event semantics, label spaces, interaction patterns, and temporal scales, making it difficult to build a single fou...

F. Spaeh, Sean Jaffe, Shan-Dian Zhe et al. · 0 citations

#machine learning Preprint Sep 2026

Universal Multi-Modal Traceformer: Integrating Heterogeneous Context for Process Event Prediction

Event logs arise in a wide range of real-world processes, capturing not only event activities and timestamps but also multi-modal contextual information. Existing event-sequence models, including many temporal point process approaches, primarily model event activities and timestamps while overlooking heterogeneous cont...

F. Spaeh, Jing Fang, Shandian Zhe et al. · 0 citations