Replication failure and inconsistent baselines in road-level crash prediction study: replication of uncertainty-aware GNN model shows only four of eleven design decisions survive across boroughs; seven fail to replicate.
Read the original at arxiv.org→arXiv:2609.35917v1 Announce Type: new Abstract: Graph neural networks are increasingly applied to road-level crash prediction, but the stability of their reported gains has received little scrutiny. We independently...
Original headline: "Replication Failure and Trivial Baselines in Road-Level Crash Prediction"
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- Sep 30, 04:00 UTC arXiv cs.LG lead source Replication Failure and Trivial Baselines in Road-Level Crash Prediction