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ixxi-dante
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an2vec
Bringing node2vec and word2vec together for cool stuff
GNU General Public License v3.0
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Encode σ directly in the OrthogonalGaussian codec
#53
wehlutyk
closed
6 years ago
4
Dynamics of language use
#52
wehlutyk
opened
6 years ago
0
Test model against adversarial attacks
#51
wehlutyk
opened
6 years ago
0
Minibatch effect and strategies
#50
wehlutyk
opened
6 years ago
0
Test BlogCatalog training in minibatch
#49
wehlutyk
closed
5 years ago
3
Test various fixes to blogcatalog training
#48
wehlutyk
closed
6 years ago
6
Visualise blogcatalog feature reconstruction to get a quick view of quality
#47
wehlutyk
closed
6 years ago
2
Clean up data filenames for blogcalatog exploration
#46
wehlutyk
closed
6 years ago
0
[WIP] Reproducing original GAE Cora embedding
#45
wehlutyk
closed
6 years ago
0
Reproduce Cora embedding from VGAE paper by Kipf & Welling 2016
#44
wehlutyk
closed
6 years ago
2
Train BlogCatalog with no feature reconstruction (and normal input features)
#43
wehlutyk
closed
6 years ago
3
[WIP] BlogCatalog exploration
#42
wehlutyk
closed
6 years ago
0
Train BlogCatalog with a much higher weight (e.g. 1000) on adjacency reconstruction
#41
wehlutyk
closed
6 years ago
2
Train BlogCatalog with no feature reconstruction (and Id input features)
#40
wehlutyk
opened
6 years ago
1
Implement Bernoulli codec for feature reconstruction
#39
wehlutyk
closed
6 years ago
0
Train BlogCatalog without weighing positive/negative errors in adjacency reconstruction loss
#38
wehlutyk
closed
6 years ago
5
Train BlogCatalog without node features
#37
wehlutyk
opened
6 years ago
1
Re-train BlogCatalog with embedding dimension 2
#36
wehlutyk
closed
6 years ago
3
[WIP] Full batch sensitivity analysis
#35
wehlutyk
opened
6 years ago
0
[WIP] Minibatch validation
#34
wehlutyk
opened
6 years ago
0
Left-over todos
#33
wehlutyk
closed
6 years ago
5
Capturing feature-network dependencies
#32
wehlutyk
opened
6 years ago
1
Train BlogCatalog with higher embedding dimension
#31
wehlutyk
closed
6 years ago
4
Make more training animations
#30
wehlutyk
opened
6 years ago
1
Minibatch sensitivity analysis
#29
wehlutyk
closed
6 years ago
13
Minibatch validation: with no GCN, feature-only reconstruction
#28
wehlutyk
opened
6 years ago
0
Initial BlogCatalog application
#27
wehlutyk
closed
6 years ago
1
Explore deploying on the PSMN (CPU-only) cluster
#26
wehlutyk
opened
6 years ago
2
Profile TF to see which ops are slow
#25
wehlutyk
opened
6 years ago
2
Use sparse features and keep all the GCN computations sparse
#24
wehlutyk
opened
6 years ago
1
Replace `tensordot` call by `while_loop` in `Bilinear` layer, to only compute what we need
#23
wehlutyk
closed
5 years ago
4
Mini batch optimisation
#22
wehlutyk
closed
6 years ago
0
Mini-batching optimisation
#21
wehlutyk
closed
6 years ago
4
Possible model improvements / optimisations
#20
wehlutyk
opened
6 years ago
1
Validate mini-batch with convolutionless feature-only reconstruction
#19
wehlutyk
closed
6 years ago
9
Mini-batch sampling
#18
wehlutyk
closed
6 years ago
1
Set up a validation metric for adjacency and feature reconstruction
#17
wehlutyk
opened
6 years ago
1
Decide on a license
#16
wehlutyk
opened
6 years ago
4
Mini-batch sampling strategy
#15
wehlutyk
closed
6 years ago
5
Decide which adjacency reconstruction normalisation to use
#14
wehlutyk
closed
6 years ago
3
Re-evaluate the need for custom keras version
#13
wehlutyk
closed
6 years ago
1
Full batch sensitivity analysis
#12
jaklevab
closed
6 years ago
3
Use non-recursive importance sampling for mini-batches on dense graphs?
#11
wehlutyk
closed
6 years ago
1
[WIP] Mini-batch training in VAE
#10
wehlutyk
closed
6 years ago
1
Rate trade-off between feature and network structure
#9
wehlutyk
opened
6 years ago
0
Scale up the VAE tests
#8
wehlutyk
closed
6 years ago
4
Read "Efficient Backprop" to check for mistakes in the implementation
#7
wehlutyk
closed
6 years ago
6
Full batch sensitivity analysis (adjacency reconstruction, feature reconstruction, and both)
#6
wehlutyk
opened
6 years ago
6
How much does the trained ξ improve on the untrained ξ?
#5
wehlutyk
closed
6 years ago
2
Support saving/loading models in VAE
#4
wehlutyk
closed
6 years ago
1
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