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ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection



Thomas Hartvigsen , Saadia Gabriel , Hamid Palangi , Maarten Sap , Dipankar Ray , Ece Kamar


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Investigations of Performance and Bias in Human-AI Teamwork in Hiring



Andi Peng , Besmira Nushi , Emre Kiciman , Kori Inkpen , Ece Kamar

* Accepted at AAAI 2022 

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A Bayesian Approach to Identifying Representational Errors



Ramya Ramakrishnan , Vaibhav Unhelkar , Ece Kamar , Julie Shah


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Designing Disaggregated Evaluations of AI Systems: Choices, Considerations, and Tradeoffs



Solon Barocas , Anhong Guo , Ece Kamar , Jacquelyn Krones , Meredith Ringel Morris , Jennifer Wortman Vaughan , Duncan Wadsworth , Hanna Wallach


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Can I Still Trust You?: Understanding the Impact of Distribution Shifts on Algorithmic Recourses



Kaivalya Rawal , Ece Kamar , Himabindu Lakkaraju


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Understanding Failures of Deep Networks via Robust Feature Extraction



Sahil Singla , Besmira Nushi , Shital Shah , Ece Kamar , Eric Horvitz


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Avoiding Negative Side Effects due to Incomplete Knowledge of AI Systems



Sandhya Saisubramanian , Shlomo Zilberstein , Ece Kamar

* 8 pages 

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An Empirical Analysis of Backward Compatibility in Machine Learning Systems



Megha Srivastava , Besmira Nushi , Ece Kamar , Shital Shah , Eric Horvitz

* KDD 2020, 9 pages, 7 figures 

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Security and Machine Learning in the Real World



Ivan Evtimov , Weidong Cui , Ece Kamar , Emre Kiciman , Tadayoshi Kohno , Jerry Li


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