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


Jan 29, 2021
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


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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Revisiting Contrastive Learning for Few-Shot Classification


Jan 26, 2021
Orchid Majumder, Avinash Ravichandran, Subhransu Maji, Marzia Polito, Rahul Bhotika, Stefano Soatto


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Exponential Moving Average Normalization for Self-supervised and Semi-supervised Learning


Jan 21, 2021
Zhaowei Cai, Avinash Ravichandran, Subhransu Maji, Charless Fowlkes, Zhuowen Tu, 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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Mixed-Privacy Forgetting in Deep Networks


Dec 24, 2020
Aditya Golatkar, Alessandro Achille, Avinash Ravichandran, Marzia Polito, Stefano Soatto


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LQF: Linear Quadratic Fine-Tuning


Dec 21, 2020
Alessandro Achille, Aditya Golatkar, Avinash Ravichandran, Marzia Polito, Stefano Soatto


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Positive-Congruent Training: Towards Regression-Free Model Updates


Nov 20, 2020
Sijie Yan, Yuanjun Xiong, Kaustav Kundu, Shuo Yang, Siqi Deng, Meng Wang, Wei Xia, Stefano Soatto


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Spectral Embedding of Graph Networks


Sep 30, 2020
Shay Deutsch, Stefano Soatto


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Stereopagnosia: Fooling Stereo Networks with Adversarial Perturbations


Sep 21, 2020
Alex Wong, Mukund Mundhra, Stefano Soatto


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Predicting Training Time Without Training


Aug 28, 2020
Luca Zancato, Alessandro Achille, Avinash Ravichandran, Rahul Bhotika, Stefano Soatto


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Time-Supervised Primary Object Segmentation


Aug 16, 2020
Yanchao Yang, Brian Lai, Stefano Soatto


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Risk-Averse MPC via Visual-Inertial Input and Recurrent Networks for Online Collision Avoidance


Jul 28, 2020
Alexander Schperberg, Kenny Chen, Stephanie Tsuei, Michael Jewett, Joshua Hooks, Stefano Soatto, Ankur Mehta, Dennis Hong

* Accepted to the 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Las Vegas, USA. First two authors contributed equally. For supplementary video, see https://www.youtube.com/watch?v=td4K55Tj-U8 

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Geo-PIFu: Geometry and Pixel Aligned Implicit Functions for Single-view Human Reconstruction


Jun 15, 2020
Tong He, John Collomosse, Hailin Jin, Stefano Soatto


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Targeted Adversarial Perturbations for Monocular Depth Prediction


Jun 12, 2020
Alex Wong, Safa Cicek, Stefano Soatto


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Stochastic batch size for adaptive regularization in deep network optimization


Apr 14, 2020
Kensuke Nakamura, Stefano Soatto, Byung-Woo Hong


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FDA: Fourier Domain Adaptation for Semantic Segmentation


Apr 11, 2020
Yanchao Yang, Stefano Soatto


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Learning to Manipulate Individual Objects in an Image


Apr 11, 2020
Yanchao Yang, Yutong Chen, Stefano Soatto


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Phase Consistent Ecological Domain Adaptation


Apr 10, 2020
Yanchao Yang, Dong Lao, Ganesh Sundaramoorthi, Stefano Soatto


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Towards Backward-Compatible Representation Learning


Mar 29, 2020
Yantao Shen, Yuanjun Xiong, Wei Xia, Stefano Soatto

* Accepted to CVPR 2020 as oral 

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Forgetting Outside the Box: Scrubbing Deep Networks of Information Accessible from Input-Output Observations


Mar 16, 2020
Aditya Golatkar, Alessandro Achille, Stefano Soatto


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Rethinking the Hyperparameters for Fine-tuning


Feb 19, 2020
Hao Li, Pratik Chaudhari, Hao Yang, Michael Lam, Avinash Ravichandran, Rahul Bhotika, Stefano Soatto

* Published as a conference paper at ICLR 2020 

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Continual Universal Object Detection


Feb 13, 2020
Xialei Liu, Hao Yang, Avinash Ravichandran, Rahul Bhotika, Stefano Soatto


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Incremental Learning for Metric-Based Meta-Learners


Feb 11, 2020
Qing Liu, Orchid Majumder, Avinash Ravichandran, Rahul Bhotika, Stefano Soatto


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LaTeS: Latent Space Distillation for Teacher-Student Driving Policy Learning


Dec 06, 2019
Albert Zhao, Tong He, Yitao Liang, Haibin Huang, Guy Van den Broeck, Stefano Soatto


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Eternal Sunshine of the Spotless Net: Selective Forgetting in Deep Networks


Nov 25, 2019
Aditya Golatkar, Alessandro Achille, Stefano Soatto


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