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ResearchFormerly WizWand

Regression on Wine (NLL, RMSE)

0.86NLLGP
0.76161.42582.092.7542May 15, 2024Sep 22, 2024Jan 31, 2025Jun 10, 2025Oct 19, 2025Feb 26, 2026Jul 7, 2026
Updated 3mo ago

Evaluation results

MethodLinks
GPExperimental Setting=1 (high learning rate), Learning Rate=0.1, Epochs=40, Batch Size=322026.070.86—
GPExperimental Setting=2, Learning Rate Setting=low2026.070.860.56
DEvidential2024.050.890.61
NGBoost2024.050.910.63
MCDropout2024.050.930.62
DEnsemble2024.050.940.64
MFVIExperimental Setting=2, Learning Rate Setting=low2026.070.940.63
WEvidential2024.050.950.61
BDKNExperimental Setting=1 (high learning rate), Learning Rate=0.1, Epochs=40, Batch Size=32, Architecture=2 hidden layers (50 neurons each)2026.070.98—
DKLExperimental Setting=1 (high learning rate), Learning Rate=0.1, Epochs=40, Batch Size=32, Architecture=2 hidden layers (50 neurons each)2026.070.98—
BLLExperimental Setting=2, Learning Rate Setting=low2026.071.020.64
LDBLLExperimental Setting=2, Learning Rate Setting=low2026.071.030.65
VBLLExperimental Setting=1 (high learning rate), Learning Rate=0.1, Epochs=40, Batch Size=32, Architecture=2 hidden layers (50 neurons each)2026.071.08—
DEExperimental Setting=2, Learning Rate Setting=low2026.071.110.63
MFVIExperimental Setting=1 (high learning rate), Learning Rate=0.1, Epochs=40, Batch Size=32, Architecture=2 hidden layers (50 neurons each)2026.071.12—
DKLExperimental Setting=2, Learning Rate Setting=low2026.071.160.76
BLLExperimental Setting=1 (high learning rate), Learning Rate=0.1, Epochs=40, Batch Size=32, Architecture=2 hidden layers (50 neurons each)2026.071.19—
DEExperimental Setting=1 (high learning rate), Learning Rate=0.1, Epochs=40, Batch Size=32, Architecture=2 hidden layers (50 neurons each)2026.071.59—
BDKNExperimental Setting=2, Learning Rate Setting=low2026.071.640.65
CDropout2024.051.70.62
LDBLLExperimental Setting=1 (high learning rate), Learning Rate=0.1, Epochs=40, Batch Size=32, Architecture=2 hidden layers (50 neurons each)2026.072.07—
VBLLExperimental Setting=2, Learning Rate Setting=low2026.073.320.72