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ResearchFormerly WizWand

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

1.515NLLOracle
1.448921.894962.3412.78704May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Oracled=30, n=40962026.051.515
Oracled=50, n=40962026.051.538
Oracled=20, n=40962026.051.545
Oracled=10, n=40962026.051.58
NNKDEpred=20, n=40962026.051.599
NNKDEfined=20, n=40962026.051.605
NNKDEpred=30, n=40962026.051.611
NNKDEfined=30, n=40962026.051.612
NNKDEpred=10, n=40962026.051.621
NNKDEfined=10, n=40962026.051.624
Oracled=5, n=40962026.051.64
NNKDEpred=5, n=40962026.051.664
NNKDEfined=5, n=40962026.051.67
NNKDEscratchd=20, n=40962026.051.672
NNKDEscratchd=30, n=40962026.051.678
NNKDEfined=50, n=40962026.051.685
NNKDEpred=50, n=40962026.051.687
NNKDEscratchd=10, n=40962026.051.689
LCVd=10, n=40962026.051.694
LCVd=5, n=40962026.051.71
Abramsond=5, n=40962026.051.714
LCVd=20, n=40962026.051.717
Abramsond=20, n=40962026.051.717
Abramsond=10, n=40962026.051.719
LCVd=30, n=40962026.051.734
Abramsond=30, n=40962026.051.734
NNKDEscratchd=50, n=40962026.051.784
NNKDEscratchd=5, n=40962026.051.79
LCVd=50, n=40962026.051.83
Abramsond=50, n=40962026.051.83
Silvermand=5, n=40962026.051.872
kNNd=5, n=40962026.051.881
Silvermand=10, n=40962026.051.944
Oracled=3, n=40962026.051.954
NNKDEpred=3, n=40962026.051.973
Silvermand=20, n=40962026.051.978
NNKDEfined=3, n=40962026.051.978
LCVd=3, n=40962026.051.995
Abramsond=3, n=40962026.051.999
Silvermand=30, n=40962026.052.05
Oracled=2, n=40962026.052.056
kNNd=3, n=40962026.052.058
NNKDEfined=2, n=40962026.052.067
NNKDEpred=2, n=40962026.052.068
NNKDEscratchd=3, n=40962026.052.072
LCVd=2, n=40962026.052.079
kNNd=2, n=40962026.052.086
Abramsond=2, n=40962026.052.088
Silvermand=3, n=40962026.052.137
NNKDEscratchd=2, n=40962026.052.149
Silvermand=2, n=40962026.052.166
Silvermand=50, n=40962026.052.211
kNNd=10, n=40962026.052.211
kNNd=20, n=40962026.052.599
kNNd=30, n=40962026.052.831
kNNd=50, n=40962026.053.167