Causal Learning and Explanation of Deep Neural Networks via Autoencoded
Activations

Causal Learning and Explanation of Deep Neural Networks via Autoencoded Activations

2 February 2018

Brian E. Ruttenberg

Papers citing "Causal Learning and Explanation of Deep Neural Networks via Autoencoded Activations"

11 / 11 papers shown

Title
Causally-informed Deep Learning towards Explainable and Generalizable Outcomes Prediction in Critical Care Yuxiao Cheng Xinxin Song Ziqian Wang Qin Zhong Kunlun He J. Suo OOD CML 109 0 0 04 Feb 2025
Theoretical Impediments to Machine Learning With Seven Sparks from the Causal Revolution Judea Pearl CML 61 330 0 11 Jan 2018
Relating Input Concepts to Convolutional Neural Network Decisions Ning Xie Md Kamruzzaman Sarker Derek Doran Pascal Hitzler M. Raymer FAtt 52 15 0 21 Nov 2017
Fine-Grained Car Detection for Visual Census Estimation Timnit Gebru J. Krause Yilun Wang Duyun Chen Jia Deng Li Fei-Fei 110 117 0 07 Sep 2017
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 234 19,796 0 07 Oct 2016
End to End Learning for Self-Driving Cars Mariusz Bojarski D. Testa Daniel Dworakowski Bernhard Firner B. Flepp ... Urs Muller Jiakai Zhang Xin Zhang Jake Zhao Karol Zieba SSL 66 4,153 0 25 Apr 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 746 16,828 0 16 Feb 2016
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 201 18,922 0 20 Dec 2014
Understanding Deep Image Representations by Inverting Them Aravindh Mahendran Andrea Vedaldi FAtt 99 1,959 0 26 Nov 2014
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps Karen Simonyan Andrea Vedaldi Andrew Zisserman FAtt 214 7,252 0 20 Dec 2013
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 389 15,825 0 12 Nov 2013