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ResearchFormerly WizWand

Density Estimation on Gaussian mixture distributions pre-training family F GMDF+

0.632NLLOracle
0.568040.999771.43151.86323May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Oracled=50, n=40962026.050.632
Oracled=30, n=40962026.050.643
Oracled=20, n=40962026.050.664
Oracled=10, n=40962026.050.706
NNKDEfined=20, n=40962026.050.746
Oracled=5, n=40962026.050.764
NNKDEfined=30, n=40962026.050.765
NNKDEfined=10, n=40962026.050.768
NNKDEfined=50, n=40962026.050.789
NNKDEfined=5, n=40962026.050.794
NNKDEpred=5, n=40962026.050.799
NNKDEpred=20, n=40962026.050.802
NNKDEpred=10, n=40962026.050.845
NNKDEpred=30, n=40962026.050.866
Oracled=3, n=40962026.050.903
NNKDEfined=3, n=40962026.050.918
NNKDEpred=3, n=40962026.050.947
kNNd=3, n=40962026.050.97
NNKDEpred=50, n=40962026.050.981
LCVd=5, n=40962026.050.983
kNNd=5, n=40962026.050.984
Abramsond=5, n=40962026.051.008
LCVd=3, n=40962026.051.009
Abramsond=3, n=40962026.051.026
NNKDEscratchd=20, n=40962026.051.107
NNKDEscratchd=50, n=40962026.051.124
LCVd=10, n=40962026.051.146
Abramsond=10, n=40962026.051.159
NNKDEscratchd=30, n=40962026.051.166
NNKDEscratchd=10, n=40962026.051.189
Oracled=2, n=40962026.051.21
NNKDEfined=2, n=40962026.051.234
Silvermand=3, n=40962026.051.237
kNNd=2, n=40962026.051.245
NNKDEpred=2, n=40962026.051.249
kNNd=10, n=40962026.051.31
Silvermand=5, n=40962026.051.328
NNKDEscratchd=5, n=40962026.051.341
LCVd=20, n=40962026.051.355
Abramsond=20, n=40962026.051.365
LCVd=2, n=40962026.051.37
Abramsond=2, n=40962026.051.385
LCVd=30, n=40962026.051.429
Abramsond=30, n=40962026.051.429
NNKDEscratchd=3, n=40962026.051.437
LCVd=50, n=40962026.051.511
Abramsond=50, n=40962026.051.511
Silvermand=10, n=40962026.051.645
NNKDEscratchd=2, n=40962026.051.7
Silvermand=2, n=40962026.051.729
kNNd=20, n=40962026.051.729
Silvermand=20, n=40962026.051.928
kNNd=30, n=40962026.051.94
Silvermand=30, n=40962026.052.04
Silvermand=50, n=40962026.052.149
kNNd=50, n=40962026.052.231