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Gacs-Korner Common Information Variational Autoencoder



Michael Kleinman , Alessandro Achille , Stefano Soatto , Jonathan Kao


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Task Adaptive Parameter Sharing for Multi-Task Learning



Matthew Wallingford , Hao Li , Alessandro Achille , Avinash Ravichandran , Charless Fowlkes , Rahul Bhotika , Stefano Soatto

* CVPR 2022 Camera Ready. 15 pages, 11 figures 

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Towards Differential Relational Privacy and its use in Question Answering



Simone Bombari , Alessandro Achille , Zijian Wang , Yu-Xiang Wang , Yusheng Xie , Kunwar Yashraj Singh , Srikar Appalaraju , Vijay Mahadevan , Stefano Soatto


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Mixed Differential Privacy in Computer Vision



Aditya Golatkar , Alessandro Achille , Yu-Xiang Wang , Aaron Roth , Michael Kearns , Stefano Soatto

* Accepted at CVPR 2022 

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DIVA: Dataset Derivative of a Learning Task



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


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A linearized framework and a new benchmark for model selection for fine-tuning



Aditya Deshpande , Alessandro Achille , Avinash Ravichandran , Hao Li , Luca Zancato , Charless Fowlkes , Rahul Bhotika , Stefano Soatto , Pietro Perona

* 14 pages 

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Structured Prediction as Translation between Augmented Natural Languages



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



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

* ICLR 2021, 22 pages 

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Mixed-Privacy Forgetting in Deep Networks



Aditya Golatkar , Alessandro Achille , Avinash Ravichandran , Marzia Polito , Stefano Soatto


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