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Picture for Giovanni Paolini

DIVA: Dataset Derivative of a Learning Task

Nov 18, 2021
Yonatan Dukler, Alessandro Achille, Giovanni Paolini, Avinash Ravichandran, Marzia Polito, Stefano Soatto

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Structured Prediction as Translation between Augmented Natural Languages

Jan 28, 2021
Giovanni Paolini, Ben Athiwaratkun, Jason Krone, Jie Ma, Alessandro Achille, Rishita Anubhai, Cicero Nogueira dos Santos, Bing Xiang, Stefano Soatto

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Estimating informativeness of samples with Smooth Unique Information

Jan 17, 2021
Hrayr Harutyunyan, Alessandro Achille, Giovanni Paolini, Orchid Majumder, Avinash Ravichandran, Rahul Bhotika, Stefano Soatto

* ICLR 2021, 22 pages 

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The Information Complexity of Learning Tasks, their Structure and their Distance

Apr 05, 2019
Alessandro Achille, Giovanni Paolini, Glen Mbeng, Stefano Soatto

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