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Benchmarks
Critical transition detection on DaphniaExt Real-world
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0.833
AUROC
TipPFN
0.38684
0.50267
0.6185
0.73433
May 12, 2026
AUROC
Updated 21d ago
Evaluation Results
Method
Method
Links
AUROC
TipPFN
Context episodes=2c
2026.05
0.833
TipPFN
Context episodes=1c
2026.05
0.663
TabPFN
Context episodes=2c
2026.05
0.641
EWS
Evaluation setting=τvar
2026.05
0.54
TipPFN
Context episodes=0c
2026.05
0.527
TabPFN
Context episodes=1c
2026.05
0.502
Bury
Evaluation setting=Ptip
2026.05
0.483
Huang
Evaluation setting=Ptip
2026.05
0.404
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