deZakelijke causal_effect_inference_with_normalizing_flows issues

deZakelijke / causal_effect_inference_with_normalizing_flows

The aim of this project is to improve upon the [CEVAE](https://arxiv.org/abs/1705.08821) model, their code can be found [here](https://github.com/AMLab-Amsterdam/CEVAE)

MIT License

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Figure out if Gaussianization Flows is a good replacement for coupling layers

#26 deZakelijke closed 3 years ago
1
Implement TARNet

#25 deZakelijke closed 3 years ago
0
Design the latent confounding aspects of the Shapes dataset and other new datasets.

#24 deZakelijke closed 4 years ago
2
Validate hypothesis that the complexity of the TWINS dataset is exhausted

#23 deZakelijke closed 3 years ago
0
Implement the squares/cubes dataset

#22 deZakelijke closed 3 years ago
1
Differentiate the dequantisation for different datasets

#21 deZakelijke closed 3 years ago
0
Design a part of the architecture in which the intervention is the context.

#20 deZakelijke closed 3 years ago
0
Implement coupling layers and RealNVP

#19 deZakelijke closed 4 years ago
0
Solve the issue of the dimensionality mismatch between the inference flow and the intervention flow.

#18 deZakelijke closed 4 years ago
2
Design a new component of a flow architecture that makes something new

#17 deZakelijke closed 3 years ago
4
Create new artificial dataset

#16 deZakelijke closed 3 years ago
3
Finish testing CEVAE and current CENF of TWINS dataset

#15 deZakelijke closed 3 years ago
0
Explore options to model more complex causal relations and interventions

#14 deZakelijke closed 4 years ago
3
Figure out how the metrics of the CEVAE paper work and implement them

#13 deZakelijke closed 4 years ago
4
Implement metrics properly

#12 deZakelijke closed 4 years ago
1
Extend the testing architecture to make a proper train-valid-test split.

#11 deZakelijke closed 4 years ago
1
Uncover the structure of the IHDP dataset

#10 deZakelijke closed 4 years ago
2
Build first prototype of CENF

#9 deZakelijke closed 4 years ago
1
Implement planar flow

#8 deZakelijke closed 5 years ago
0
Arrange supervision contract

#7 deZakelijke closed 4 years ago
0
Write research proposal

#6 deZakelijke closed 4 years ago
1
Get access to LISA

#5 deZakelijke closed 4 years ago
1
Get access to DAS4

#4 deZakelijke closed 5 years ago
0
Write complete literature review

#3 deZakelijke closed 3 years ago
1
Figure out how Tensorboard works

#2 deZakelijke closed 5 years ago
1
Reproduce CEVAE <<and replace small parts with flows>>

#1 deZakelijke closed 4 years ago
3