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Models/FFJORD

FFJORD

Reported on 38 benchmarks across 1 task · 1 paper · 36 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology38 results

Density EstimationonUCI GAS
CD· 2018-10-02
1.29
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI GAS
EMD· 2018-10-02
0.146
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI GAS
Log-likelihood· 2018-10-02
8.59
best: 12.06 (B-NAF)
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI GAS
MMD-CD· 2018-10-02
0.95
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI GAS
MMD-EMD· 2018-10-02
0.135
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonBSDS300
CD· 2018-10-02
0.683
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonBSDS300
EMD· 2018-10-02
0.0281
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonBSDS300
MMD-CD· 2018-10-02
0.548
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonBSDS300
MMD-EMD· 2018-10-02
0.0227
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonBSDS300
NLL· 2018-10-02
-157.4
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonCaltech-101
MMD-L2· 2018-10-02
18.6
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonCaltech-101
Negative ELBO· 2018-10-02
104.03
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI HEPMASS
CD· 2018-10-02
13.8
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI HEPMASS
EMD· 2018-10-02
0.164
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI HEPMASS
Log-likelihood· 2018-10-02
-14.92
best: -11.3 (DDE)
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI HEPMASS
MMD-CD· 2018-10-02
13.8
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI HEPMASS
MMD-EMD· 2018-10-02
0.158
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI HEPMASS
NLL· 2018-10-02
14.92
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI MINIBOONE
CD· 2018-10-02
24.6
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI MINIBOONE
EMD· 2018-10-02
0.27
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI MINIBOONE
Log-likelihood· 2018-10-02
-10.43
best: -6.94 (DDE)
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI MINIBOONE
MMD-CD· 2018-10-02
24.1
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI MINIBOONE
MMD-EMD· 2018-10-02
0.254
best: 0.255 (PaddingFlow)
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI MINIBOONE
NLL· 2018-10-02
10.43
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonMNIST
MMD-L2· 2018-10-02
17.3
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonMNIST
NLL (bits/dim)· 2018-10-02
0.99
best: 0.134 (Identity)
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonFreyfaces
MMD-L2· 2018-10-02
0.834
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonFreyfaces
Negative ELBO· 2018-10-02
4.39
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonOMNIGLOT
MMD-L2· 2018-10-02
20.5
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonOMNIGLOT
Negative ELBO· 2018-10-02
98.33
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI POWER
CD· 2018-10-02
0.153
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI POWER
EMD· 2018-10-02
0.116
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI POWER
Log-likelihood· 2018-10-02
0.46
best: 1.78 (nMDMA)
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI POWER
MMD-CD· 2018-10-02
0.144
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI POWER
MMD-EMD· 2018-10-02
0.111
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonUCI POWER
NLL· 2018-10-02
-0.46
SOTA
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonBSDS300
Log-likelihood· 2018-10-02
157.4
best: 159.8 (TAN)
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367
Density EstimationonCIFAR-10
NLL (bits/dim)· 2018-10-02
3.4
best: 2.42 (i-DODE)
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models arXiv:1810.01367