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German Center for Open Source AI

Democratically governed AI for society

deep learningmachine learningpythonpytorchscikit-learn

Participation history

1 GSoC year

2026

5 projects

Official year page

Pairwise Causal Discovery Algorithms in pgmpy

This project adds pairwise causal discovery methods to pgmpy, focusing on inferring causal direction between two variables from observational data....

On-line, Stream/Update Functionality for Regression

skpro's probabilistic regressors have limited online/streaming support: only 3 of 20+ regressors implement update(), few meta-strategies exist, and...

Deep Learning-Based Causal Discovery Algorithms for pgmpy

This proposal aims to implement three deep learning-based causal discovery algorithms in pgmpy: DiffAN, GraN-DAG, and CAREFL. Each algorithm...

sktime - Interfacing Foundation models

sktime provides a unified Python API for time series forecasting, but its support for modern foundation models, large pretrained models capable of...

Correcting Statistical Inference for Smooth Terms in pyGAM - Accurate p values

pyGAM currently produces anti-conservative p-values for smooth terms due to several deviations from the statistical theory outlined in Wood (2013b)....