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Addresses https://github.com/pyro-ppl/pyro/pull/2929
See [design doc](https://docs.google.com/document/d/1MVfG0po7M5UB2mNM2In6iKKq_OYNpa_I-FnJncUgXPI)
This issue tracks changes needed to efficient…
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The following script composes a graphical model using `AnalysisFactor`'s and a `FactorGraphModel` (but fits them not using expectation propagation, but instead as just one big model):
https://gith…
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[ICML 2023 Workshop SPIGM homepage](https://openreview.net/group?id=ICML.cc/2023/Workshop/SPIGM)
```bib
@inproceedings{
wang-henderson2023graph,
title={Graph Neural Network Powered Bayesian Opt…
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### Feature
I kindly request the addition of support for the Kronecker-Factored Approximate Curvature (KFAC) optimization technique in LSTM and GRU layers within the existing KFAC Optimizer. Curren…
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@avehtari @bgoodri Currently there is very little doc explaining the new default behavior for optimizing (and soon VB too). It's good to have the new warning messages and the doc for the new arguments…
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```
Ryan Adams
CS281: Advanced Machine Learning
Harvard University, Fall 2013
https://seas.harvard.edu/courses/cs281/
```
HT @rahuldave
Great outline, see also course textbooks in specific…
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I am a beginner for Pyro. I'm currently working on a project in improving autoguides by removing **mean-field** assumptions, which means that the posterior should not use **AutoMultivariateNormal** or…
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First we need to understand what the [script](https://github.com/thuhoainguyen/kits23/blob/main/segmentation/segmentation_preProc.py) does. I suggest you read and comment (line by line) the code flow.…
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Multiple uses of `gaussianRing Graph` from the `GraphicalModels` package do not work as expected. The code below constructs rings for two different DAGs, but they turn out to be the same (they should …
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Should let the user specify what kind of distribution the data should be assumed to be coming from.
So for Bayesian Learning we can have the API like:
```python
from pgmpy.models import BayesianMod…