mateoespinosa / cem

Repository for our NeurIPS 2022 paper "Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off" and our NeurIPS 2023 paper "Learning to Receive Help: Intervention-Aware Concept Embedding Models"

Date Created 2022-09-19 (2 years ago)

Commits 83 (last one 7 months ago)

Stargazers 52 (0 this week)

Watchers 4 (0 this week)

Forks 17

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Ranking

RepositoryStats indexes 580,026 repositories, of these mateoespinosa/cem is ranked #447,877 (23rd percentile) for total stargazers, and #371,859 for total watchers. Github reports the primary language for this repository as Python, for repositories using this language it is ranked #85,118/115,250.

mateoespinosa/cem is also tagged with popular topics, for these it's ranked: deep-learning (#6,819/8347), pytorch (#4,817/5918), artificial-intelligence (#1,637/2039), neural-networks (#607/715), explainable-ai (#116/168), interpretability (#122/165)

Other Information

Homepage URL: https://arxiv.org/abs/2209.09056

All Topics

xai concept pytorch concepts deep-learning interventions explainability explainable-ai neural-networks interpretability concept-based-models concept-interventions artificial-intelligence concept-based-explanations

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83 commits on the default branch (main) since jan '22

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The only known language in this repository is Python

updated: 2024-11-07 @ 06:20pm, id: 538557682 / R_kgDOIBm88g