Share your thoughts, 1 month free Claude Pro on usSee more

Risk Prediction

Benchmarks

Dataset Name	SOTA Method	Metric
Apollo Simulator Safety Properties Evaluation Scenarios	ProbGuard	Average Advance Warning Time (s)38.66	42	2mo ago
Chicago (test)	CMuST	MAE1.1172	11	3mo ago
DeepAccident (val)	SafeAlign-VLA	Accuracy85.8	6	14d ago
DeepAccident CCoT (val)	C-CoT	Accuracy85.8	6	22d ago
ICAT 1.0 (test)		Home E[ηinit]72	6	1mo ago
Predictive maintenance dataset (temporal splits 2 to 9)	Canonical (RC)	Mean Log-Loss0.155	4	19d ago
DAPO-17K	DiPO	Accuracy78.37	3	1mo ago
UK Biobank Chronic kidney disease (N18–N19)		C-index0.861	3	2mo ago
UK Biobank Pleural effusion (J90)		C-index0.766	3	2mo ago
UK Biobank Ischaemic heart disease (I20–I25)		C-index0.707	3	2mo ago
UK Biobank Hypertensive diseases (I10–I15)	Nonprivate-MD	C-index0.716	3	2mo ago
UK Biobank Stroke (I60–I69)	DP-MD	C-index0.789	3	2mo ago
UK Biobank Electrolyte acid-base disorders (E87)	Nonprivate-MD	C-index0.765	3	2mo ago
UK Biobank Acute kidney injury (N17)	DP-MD	C-index0.821	3	2mo ago
UK Biobank Cholelithiasis (K80)	DP-MD	C-index0.626	3	2mo ago
UK Biobank Pneumonia (J12–J18)	Nonprivate-MD	C-index0.75	3	2mo ago
UK Biobank Fatty liver other liver disease (K76)	DP-MD	C-index0.685	3	2mo ago
UK Biobank Glomerular diseases (N00–N08)	Nonprivate-MD	C-index0.96	3	2mo ago
UK Biobank Acute lower respiratory infection (J20–J22)	Nonprivate-MD	C-index0.649	3	2mo ago
UK Biobank Sepsis (A41)	Nonprivate-MD	C-index0.679	3	2mo ago
UK Biobank Urolithiasis renal colic (N20–N23)	DP-MD	C-index0.722	3	2mo ago
UK Biobank Volume depletion (E86)	DP-MD	C-index0.799	3	2mo ago
UK Biobank Other metabolic disorders (E88)	DP-MD	C-index0.751	3	2mo ago
CUBS (test)	AtheroFlow-XNet	AUC0.691	1	19d ago
All Scenarios Pooled S11 (held out events)	Deep Neural Network (DNN)	Mean RMSE0.36	1	2mo ago

Showing 25 of 28 rows