TED: Teaching AI to Explain its Decisions

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TED: Teaching AI to Explain its Decisions

12 November 2018

Murray Campbell

Amit Dhurandhar

Aleksandra Mojsilović

Karthikeyan N. Ramamurthy

Kush R. Varshney

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Papers citing "TED: Teaching AI to Explain its Decisions"

15 / 15 papers shown

Title
Teaching AI to Explain its Decisions Using Embeddings and Multi-Task Learning Noel Codella Michael Hind Karthikeyan N. Ramamurthy Murray Campbell Amit Dhurandhar Kush R. Varshney Dennis L. Wei Aleksandra Mojsilović 50 4 0 05 Jun 2019
Boolean Decision Rules via Column Generation S. Dash Oktay Gunluk Dennis L. Wei 67 174 0 24 May 2018
Explainable AI: Beware of Inmates Running the Asylum Or: How I Learnt to Stop Worrying and Love the Social and Behavioural Sciences Tim Miller Piers Howe L. Sonenberg AI4TS SyDa 53 373 0 02 Dec 2017
A Formal Framework to Characterize Interpretability of Procedures Amit Dhurandhar Vijay Iyengar Ronny Luss Karthikeyan Shanmugam 29 19 0 12 Jul 2017
Methods for Interpreting and Understanding Deep Neural Networks G. Montavon Wojciech Samek K. Müller FaML 288 2,266 0 24 Jun 2017
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 245 4,265 0 22 Jun 2017
Interpreting Blackbox Models via Model Extraction Osbert Bastani Carolyn Kim Hamsa Bastani FAtt 69 173 0 23 May 2017
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 1.1K 21,939 0 22 May 2017
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 402 3,798 0 28 Feb 2017
Rationalizing Neural Predictions Tao Lei Regina Barzilay Tommi Jaakkola 118 812 0 13 Jun 2016
The Mythos of Model Interpretability Zachary Chase Lipton FaML 180 3,701 0 10 Jun 2016
Rationale-Augmented Convolutional Neural Networks for Text Classification Ye Zhang Iain J. Marshall Byron C. Wallace 65 161 0 14 May 2016
Generating Visual Explanations Lisa Anne Hendricks Zeynep Akata Marcus Rohrbach Jeff Donahue Bernt Schiele Trevor Darrell VLM FAtt 84 620 0 28 Mar 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 16,990 0 16 Feb 2016
Engineering Safety in Machine Learning Kush R. Varshney 70 116 0 16 Jan 2016

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