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ResearchFormerly WizWand

Density Estimation on Banana distribution scenario

-0.549NLLOracle
-0.62024-0.139370.34150.82237May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Oracled=3, n=40962026.05-0.549
NNKDEfined=3, n=40962026.05-0.538
LCVd=3, n=40962026.05-0.537
Silvermand=3, n=40962026.05-0.536
Abramsond=3, n=40962026.05-0.53
kNNd=3, n=40962026.05-0.503
Oracled=5, n=40962026.05-0.469
Oracled=10, n=40962026.05-0.449
LCVd=5, n=40962026.05-0.438
Silvermand=5, n=40962026.05-0.437
Oracled=2, n=40962026.05-0.435
NNKDEfined=5, n=40962026.05-0.434
LCVd=2, n=40962026.05-0.429
NNKDEfined=2, n=40962026.05-0.429
Silvermand=2, n=40962026.05-0.428
Abramsond=2, n=40962026.05-0.424
Oracled=50, n=40962026.05-0.424
kNNd=2, n=40962026.05-0.422
Abramsond=5, n=40962026.05-0.421
Oracled=20, n=40962026.05-0.418
Oracled=30, n=40962026.05-0.403
NNKDEfined=10, n=40962026.05-0.399
LCVd=10, n=40962026.05-0.371
Silvermand=10, n=40962026.05-0.364
NNKDEfined=30, n=40962026.05-0.295
LCVd=20, n=40962026.05-0.282
kNNd=5, n=40962026.05-0.271
Silvermand=20, n=40962026.05-0.265
NNKDEfined=20, n=40962026.05-0.258
Abramsond=10, n=40962026.05-0.235
NNKDEfined=50, n=40962026.05-0.232
LCVd=30, n=40962026.05-0.227
Silvermand=30, n=40962026.05-0.2
NNKDEpred=3, n=40962026.05-0.198
LCVd=50, n=40962026.05-0.181
NNKDEpred=2, n=40962026.05-0.162
Silvermand=50, n=40962026.05-0.138
Abramsond=20, n=40962026.05-0.121
Abramsond=30, n=40962026.05-0.077
Abramsond=50, n=40962026.05-0.043
NNKDEpred=5, n=40962026.050.08
kNNd=10, n=40962026.050.127
NNKDEpred=20, n=40962026.050.392
NNKDEpred=10, n=40962026.050.494
NNKDEpred=30, n=40962026.050.575
kNNd=20, n=40962026.050.62
NNKDEpred=50, n=40962026.050.771
NNKDEscratchd=20, n=40962026.050.883
kNNd=30, n=40962026.050.907
NNKDEscratchd=10, n=40962026.050.945
NNKDEscratchd=50, n=40962026.050.955
NNKDEscratchd=2, n=40962026.050.977
NNKDEscratchd=30, n=40962026.050.995
NNKDEscratchd=3, n=40962026.051.023
NNKDEscratchd=5, n=40962026.051.059
kNNd=50, n=40962026.051.232