A Causality Inspired Framework for Model Interpretation-Reference-Cited by-同舟云学术

A Causality Inspired Framework for Model Interpretation

Published:2023-08-04 Issue: Volume: Page:
ISSN:
Container-title:Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining
language:
Short-container-title:

Author:

Wu Chenwang¹^ORCID,Wang Xiting²^ORCID,Lian Defu¹^ORCID,Xie Xing²^ORCID,Chen Enhong¹^ORCID

Affiliation:

1. University of Science and Technology of China, Hefei, China

2. Microsoft Research Asia, Beijing, China

Funder

the National Key R&D Program of China

the National Natural Science Foundation of China

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3580305.3599240

Reference57 articles.

1. Yossi Adi , Einat Kermany , Yonatan Belinkov , Ofer Lavi , and Yoav Goldberg . 2017 . Fine-grained analysis of sentence embeddings using auxiliary prediction tasks . In Proceedings of ICLR'17 . Yossi Adi, Einat Kermany, Yonatan Belinkov, Ofer Lavi, and Yoav Goldberg. 2017. Fine-grained analysis of sentence embeddings using auxiliary prediction tasks. In Proceedings of ICLR'17.

2. Aman Anand . 2020. Clickbait Dataset . ( 2020 ). https://www.kaggle.com/datasets/amananandrai/clickbait-dataset . Aman Anand. 2020. Clickbait Dataset. (2020). https://www.kaggle.com/datasets/amananandrai/clickbait-dataset.

3. Network Dissection: Quantifying Interpretability of Deep Visual Representations

4. Yoshua Bengio , Nicholas Léonard , and Aaron Courville . 2013. Estimating or propagating gradients through stochastic neurons for conditional computation. arXiv preprint arXiv:1308.3432 ( 2013 ). Yoshua Bengio, Nicholas Léonard, and Aaron Courville. 2013. Estimating or propagating gradients through stochastic neurons for conditional computation. arXiv preprint arXiv:1308.3432 (2013).

5. Differentiable causal discovery from interventional data;Brouillard Philippe;Advances in Neural Information Processing Systems,2020

Cited by 2 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Popularity-Aware Alignment and Contrast for Mitigating Popularity Bias;Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining;2024-08-24

2. Inferring brain causal and temporal-lag networks for recognizing abnormal patterns of dementia;Medical Image Analysis;2024-05