Read-first score 42, weighted from topical fit, citation, graph, method, reproducibility, and recency signals.
Recency 11%
100 Uses a gentle age decay so recent papers surface without erasing older foundations. 2026
Reproducibility 33%
73 Screens links and visible text for paper, code, dataset, artifact, and repository signals. pdf=True; code=True; dataset=False; markers=github
Topical relevance 56%
11.8 Matches configured research keywords against title, abstract, tags, and analysis text. matched=2
Field roles
FrontierReproducibility anchor
Rank sensitivity
Stability: volatile; rank range: 858.