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Accident prediction on Maryland (test)

0.897AUROC

w/ speed limit features

Updated 4d ago

Evaluation Results

Method	Links
w/ speed limit features 2025.12		0.897	-
GCN + Gated Fusion 2025.12		0.893	-
w/o weather features 2025.12		0.889	-
GIN + MoE 2025.12		0.887	0.2
GIN + Gated Fusion 2025.12		0.885	0.2
GIN + Basic Fusion 2025.12		0.881	0.2
w/o visual features 2025.12		0.877	-
w/o traffic volume features 2025.12		0.869	-
Vision Transformer 2025.12		0.864	0.2
DeepWalk 2025.12		0.863	0.3
DCRNN 2025.12		0.861	0.1
GIN 2025.12		0.859	0.3
w/o road network features 2025.12		0.859	-
GCN 2025.12		0.856	0.3
CLIP 2025.12		0.856	0.3
SupConGCN 2025.12		0.838	0.3
GraphSAGE 2025.12		0.787	0.2
Graph Transformer 2025.12		0.779	0.2
MLP 2025.12		0.607	0.2