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Diverse Counterfactual Explanations for Anomaly Detection in Time Series



Deborah Sulem , Michele Donini , Muhammad Bilal Zafar , Francois-Xavier Aubet , Jan Gasthaus , Tim Januschowski , Sanjiv Das , Krishnaram Kenthapadi , Cedric Archambeau

* 24 pages, 11 figures 

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More Than Words: Towards Better Quality Interpretations of Text Classifiers



Muhammad Bilal Zafar , Philipp Schmidt , Michele Donini , Cédric Archambeau , Felix Biessmann , Sanjiv Ranjan Das , Krishnaram Kenthapadi


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Amazon SageMaker Model Monitor: A System for Real-Time Insights into Deployed Machine Learning Models



David Nigenda , Zohar Karnin , Muhammad Bilal Zafar , Raghu Ramesha , Alan Tan , Michele Donini , Krishnaram Kenthapadi


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Amazon SageMaker Clarify: Machine Learning Bias Detection and Explainability in the Cloud



Michaela Hardt , Xiaoguang Chen , Xiaoyi Cheng , Michele Donini , Jason Gelman , Satish Gollaprolu , John He , Pedro Larroy , Xinyu Liu , Nick McCarthy , Ashish Rathi , Scott Rees , Ankit Siva , ErhYuan Tsai , Keerthan Vasist , Pinar Yilmaz , Muhammad Bilal Zafar , Sanjiv Das , Kevin Haas , Tyler Hill , Krishnaram Kenthapadi

* In Proc. ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2974-2983 (2021) 

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Multi-objective Asynchronous Successive Halving



Robin Schmucker , Michele Donini , Muhammad Bilal Zafar , David Salinas , Cédric Archambeau


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On the Lack of Robust Interpretability of Neural Text Classifiers



Muhammad Bilal Zafar , Michele Donini , Dylan Slack , Cédric Archambeau , Sanjiv Das , Krishnaram Kenthapadi

* Appearing at ACL Findings 2021 

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Amazon SageMaker Automatic Model Tuning: Scalable Black-box Optimization



Valerio Perrone , Huibin Shen , Aida Zolic , Iaroslav Shcherbatyi , Amr Ahmed , Tanya Bansal , Michele Donini , Fela Winkelmolen , Rodolphe Jenatton , Jean Baptiste Faddoul , Barbara Pogorzelska , Miroslav Miladinovic , Krishnaram Kenthapadi , Matthias Seeger , Cédric Archambeau


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Fair Bayesian Optimization



Valerio Perrone , Michele Donini , Krishnaram Kenthapadi , Cédric Archambeau


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Scheduling the Learning Rate via Hypergradients: New Insights and a New Algorithm



Michele Donini , Luca Franceschi , Massimiliano Pontil , Orchid Majumder , Paolo Frasconi

* Code available at https://github.com/awslabs/adatune 

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