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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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