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Amit Dhurandhar

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Teaching AI to Explain its Decisions Using Embeddings and Multi-Task Learning

Jun 05, 2019
Noel C. F. Codella, Michael Hind, Karthikeyan Natesan Ramamurthy, Murray Campbell, Amit Dhurandhar, Kush R. Varshney, Dennis Wei, Aleksandra Mojsilović

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Model Agnostic Contrastive Explanations for Structured Data

May 31, 2019
Amit Dhurandhar, Tejaswini Pedapati, Avinash Balakrishnan, Pin-Yu Chen, Karthikeyan Shanmugam, Ruchir Puri

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Leveraging Simple Model Predictions for Enhancing its Performance

May 30, 2019
Amit Dhurandhar, Karthikeyan Shanmugam, Ronny Luss

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Generating Contrastive Explanations with Monotonic Attribute Functions

May 29, 2019
Ronny Luss, Pin-Yu Chen, Amit Dhurandhar, Prasanna Sattigeri, Karthikeyan Shanmugam, Chun-Chen Tu

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TED: Teaching AI to Explain its Decisions

Nov 12, 2018
Noel C. F. Codella, Michael Hind, Karthikeyan Natesan Ramamurthy, Murray Campbell, Amit Dhurandhar, Kush R. Varshney, Dennis Wei, Aleksandra Mojsilovic

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Explanations based on the Missing: Towards Contrastive Explanations with Pertinent Negatives

Oct 29, 2018
Amit Dhurandhar, Pin-Yu Chen, Ronny Luss, Chun-Chen Tu, Paishun Ting, Karthikeyan Shanmugam, Payel Das

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TIP: Typifying the Interpretability of Procedures

Oct 29, 2018
Amit Dhurandhar, Vijay Iyengar, Ronny Luss, Karthikeyan Shanmugam

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Teaching Meaningful Explanations

Sep 11, 2018
Noel C. F. Codella, Michael Hind, Karthikeyan Natesan Ramamurthy, Murray Campbell, Amit Dhurandhar, Kush R. Varshney, Dennis Wei, Aleksandra Mojsilovic

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Streaming Methods for Restricted Strongly Convex Functions with Applications to Prototype Selection

Jul 21, 2018
Karthik S. Gurumoorthy, Amit Dhurandhar

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Improving Simple Models with Confidence Profiles

Jul 19, 2018
Amit Dhurandhar, Karthikeyan Shanmugam, Ronny Luss, Peder Olsen

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