Would NAMs be another interesting model to add?

carla-recourse / CARLA

CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms

MIT License

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Would NAMs be another interesting model to add? #108

Closed agarwl closed 2 years ago

agarwl commented 3 years ago

We recently published Neural Additive Models (NAMs) at NeurIPS 2021 which combines the interpretability of generalized additive models with neural nets (see the architecture shown below). We also evaluated NAMs on some of the dataset here including COMPAS and adult. Do you think they'd make for a good addition in this repo too?

The source code for NAMs is open-sourced in tensorflow (official version) and pytorch! For a quick summary of NAMs, look at this thread.

MartinPawel commented 3 years ago

Hi @agarwl, thanks for your message, and sorry for the delay. I have been quite busy during the last weeks.

I think that it would be a great addition to CARLA. However, we currently do not have the capacity to add the model ourselves as we are in the process of integrating some other features such as causal recourse models and other things. However, we kindly invite you to submit a PR which would include your model.

Best wishes, Martin