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causality-library

This repository is a collection of papers, resources and codes related to causal inference. The collection is arranged in chronological order to showcase the progression of research and development in this field.

A concise summary of each paper is provided to outline its motivation and main contributions. We welcome any feedback on our comments, including error identification and valuable insights. Please feel free to submit a request at any time.

interventions

2021

Source Method Title Summary
CVPR 2021 CATT Causal Attention for Vision-Language Tasks paper code Causal attention alleviates the ever-elusive confounding effect in the conventional attention mechanism, which misleads the attention module to focus on the spurious correlations in training data, through front-door adjustment.

counterfactuals

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