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Understanding Failures of Deep Networks via Robust Feature Extraction

Dec 03, 2020
Sahil Singla, Besmira Nushi, Shital Shah, Ece Kamar, Eric Horvitz

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An Empirical Analysis of Backward Compatibility in Machine Learning Systems

Aug 11, 2020
Megha Srivastava, Besmira Nushi, Ece Kamar, Shital Shah, Eric Horvitz

* KDD 2020, 9 pages, 7 figures 

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Does the Whole Exceed its Parts? The Effect of AI Explanations on Complementary Team Performance

Jun 30, 2020
Gagan Bansal, Tongshuang Wu, Joyce Zhou, Raymond Fok, Besmira Nushi, Ece Kamar, Marco Tulio Ribeiro, Daniel S. Weld

* Draft/pre-print 

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Optimizing AI for Teamwork

Apr 27, 2020
Gagan Bansal, Besmira Nushi, Ece Kamar, Eric Horvitz, Daniel S. Weld

* Pre-print/Draft 

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SQuINTing at VQA Models: Interrogating VQA Models with Sub-Questions

Jan 20, 2020
Ramprasaath R. Selvaraju, Purva Tendulkar, Devi Parikh, Eric Horvitz, Marco Ribeiro, Besmira Nushi, Ece Kamar

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What You See Is What You Get? The Impact of Representation Criteria on Human Bias in Hiring

Sep 08, 2019
Andi Peng, Besmira Nushi, Emre Kiciman, Kori Inkpen, Siddharth Suri, Ece Kamar

* This paper has been accepted for publication at HCOMP 2019 

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A Case for Backward Compatibility for Human-AI Teams

Jun 04, 2019
Gagan Bansal, Besmira Nushi, Ece Kamar, Dan Weld, Walter Lasecki, Eric Horvitz

* presented at 2019 ICML Workshop on Human in the Loop Learning (HILL 2019), Long Beach, USA 

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Metareasoning in Modular Software Systems: On-the-Fly Configuration using Reinforcement Learning with Rich Contextual Representations

May 12, 2019
Aditya Modi, Debadeepta Dey, Alekh Agarwal, Adith Swaminathan, Besmira Nushi, Sean Andrist, Eric Horvitz

* 12 pages, 7 figures, 2 tables 

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Towards Accountable AI: Hybrid Human-Machine Analyses for Characterizing System Failure

Sep 19, 2018
Besmira Nushi, Ece Kamar, Eric Horvitz

* AAAI Conference on Human Computation and Crowdsourcing 2018 

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On Human Intellect and Machine Failures: Troubleshooting Integrative Machine Learning Systems

Nov 24, 2016
Besmira Nushi, Ece Kamar, Eric Horvitz, Donald Kossmann

* 11 pages, Thirty-First AAAI conference on Artificial Intelligence 

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Crowd Access Path Optimization: Diversity Matters

Aug 11, 2015
Besmira Nushi, Adish Singla, Anja Gruenheid, Erfan Zamanian, Andreas Krause, Donald Kossmann

* 10 pages, 3rd AAAI Conference on Human Computation and Crowdsourcing (HCOMP 2015) 

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