Emre Kıcıman

I suggest referring also to the case where the columns of the dataframe may not perfectly match the graph. For example, if there are additional columns to the ones specified...

We should update the notebook example documentation in https://py-why.github.io/dowhy/v0.8/example_notebooks/dowhy_simple_example.html to indicate that `identify_effect()` can take an empty data frame, but does require columns to be listed to determine what features...

The lalonde example notebook uses the R Matching library to load the lalonde dataset. That is the only functionality it is providing to the notebook. I recommend we remove the...

Add graph refutation to the list of available refutation methods and the refuter notebook: - https://py-why.github.io/dowhy/v0.8/user_guide/effect_inference/refute.html - https://github.com/py-why/dowhy/blob/main/docs/source/example_notebooks/dowhy_refuter_notebook.ipynb Here's a notebook that demonstrates the graph refutation: https://py-why.github.io/dowhy/v0.8/example_notebooks/graph_conditional_independence_refuter.html

The logic of checking "has_directed_path", as used in AutoIdentifier.py::identify_effect() is that it is an early sanity check that the caller is asking a sensible question. I.e., if a variable X...

Prototyping panel data support for causal effect inference

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We are starting to prototype panel data support in causal effect inference. Creating this issue to track. See also: - panel-data branch: https://github.com/py-why/dowhy/tree/panel-data - API proposal https://github.com/py-why/dowhy/wiki/API-proposal-for-v1 - discussion in...

When we are fitting models for non-parametric sensitivity analyses, a failure to achieve good accuracy and/or overfitting may create problems for the sensitivity analysis. We should add basic predictive checks...

See https://github.com/py-why/dowhy/actions/runs/2975864094 It looks like the causal discovery toolkit is not being installed --- probably because of its complex dependencies --- and that is causing this advanced test to fail...

vLLM integration

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Creating an issue on aici to link to draft vLLM PR and discussion https://github.com/vllm-project/vllm/pull/2888 Cc: @mmoskal

We have a graph-learner API in DoWhy that is duplicative of causal-learn and dodiscover and https://github.com/py-why/dowhy/tree/main/dowhy/graph_learners We should remove the graph-learner to avoid conversion   Issue raised by @priamai in our...