1 code implementation • 5 Jan 2024 • Kevin Xia, Elias Bareinboim
The abilities of humans to understand the world in terms of cause and effect relationships, as well as to compress information into abstract concepts, are two hallmark features of human intelligence.
no code implementations • 30 Sep 2022 • Kevin Xia, Yushu Pan, Elias Bareinboim
We show that this algorithm is sound and complete for deciding counterfactual identification in general settings.
1 code implementation • CVPR 2022 • Chengzhi Mao, Kevin Xia, James Wang, Hao Wang, Junfeng Yang, Elias Bareinboim, Carl Vondrick
Visual representations underlie object recognition tasks, but they often contain both robust and non-robust features.
2 code implementations • NeurIPS 2021 • Kevin Xia, Kai-Zhan Lee, Yoshua Bengio, Elias Bareinboim
Given this property, one may be tempted to surmise that a collection of neural nets is capable of learning any SCM by training on data generated by that SCM.