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#machine learning Preprint Aug 2026

SCoR: A Hierarchical Framework for Forecasting Relations Between Scientific Concepts

SCoR advances research-direction forecasting from predicting which concepts will co-occur to anticipating whether and how evidence-backed scientific relations will emerge, and introduces HiSCoR, a task-adapted model family that models relation emergence as a temporally evolving, hierarchically constrained process.

Jing-Ze Wang, Fred Sun, Shang-Qi Guo · 0 citations
#artificial intelligence Preprint Sep 2026

Time-Aligned Evolving Concept Graphs for Scientific Relation Forecasting

Forecasting scientific relations can guide discovery by identifying promising connections before they emerge. Existing approaches often model concept semantics and graph structure separately or summarize semantics over coarse historical snapshots, leaving semantic representations potentially misaligned with rapidly evo...

Fred Sun, Jing-Ze Wang, Min-Kun Xu et al. · 0 citations

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