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ML-Decoder: Scalable and Versatile Classification Head


Nov 25, 2021
Tal Ridnik, Gilad Sharir, Avi Ben-Cohen, Emanuel Ben-Baruch, Asaf Noy


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IQNAS: Interpretable Integer Quadratic Programming Neural Architecture Search


Oct 24, 2021
Niv Nayman, Yonathan Aflalo, Asaf Noy, Rong Jin, Lihi Zelnik-Manor


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Multi-label Classification with Partial Annotations using Class-aware Selective Loss


Oct 21, 2021
Emanuel Ben-Baruch, Tal Ridnik, Itamar Friedman, Avi Ben-Cohen, Nadav Zamir, Asaf Noy, Lihi Zelnik-Manor


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PETA: Photo Albums Event Recognition using Transformers Attention


Sep 26, 2021
Tamar Glaser, Emanuel Ben-Baruch, Gilad Sharir, Nadav Zamir, Asaf Noy, Lihi Zelnik-Manor

* 8 pages, 10 including references, 3 figures, was submitted to WACV 2022 

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ImageNet-21K Pretraining for the Masses


May 04, 2021
Tal Ridnik, Emanuel Ben-Baruch, Asaf Noy, Lihi Zelnik-Manor


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An Image is Worth 16x16 Words, What is a Video Worth?


Mar 25, 2021
Gilad Sharir, Asaf Noy, Lihi Zelnik-Manor


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HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search


Feb 23, 2021
Niv Nayman, Yonathan Aflalo, Asaf Noy, Lihi Zelnik-Manor

* Niv Nayman and Yonathan Aflalo contributed equally. An implementation of HardCoRe-NAS is available at: https://github.com/Alibaba-MIIL/HardCoReNAS 

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A Convergence Theory Towards Practical Over-parameterized Deep Neural Networks


Feb 08, 2021
Asaf Noy, Yi Xu, Yonathan Aflalo, Lihi Zelnik-Manor, Rong Jin


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On the Convergence of Deep Networks with Sample Quadratic Overparameterization


Jan 12, 2021
Asaf Noy, Yi Xu, Yonathan Aflalo, Rong Jin


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WeMix: How to Better Utilize Data Augmentation


Oct 03, 2020
Yi Xu, Asaf Noy, Ming Lin, Qi Qian, Hao Li, Rong Jin


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Asymmetric Loss For Multi-Label Classification


Sep 29, 2020
Emanuel Ben-Baruch, Tal Ridnik, Nadav Zamir, Asaf Noy, Itamar Friedman, Matan Protter, Lihi Zelnik-Manor


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TResNet: High Performance GPU-Dedicated Architecture


Mar 30, 2020
Tal Ridnik, Hussam Lawen, Asaf Noy, Itamar Friedman

* 9 pages, 5 figures 

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Knapsack Pruning with Inner Distillation


Feb 21, 2020
Yonathan Aflalo, Asaf Noy, Ming Lin, Itamar Friedman, Lihi Zelnik


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XNAS: Neural Architecture Search with Expert Advice


Jun 19, 2019
Niv Nayman, Asaf Noy, Tal Ridnik, Itamar Friedman, Rong Jin, Lihi Zelnik-Manor


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ASAP: Architecture Search, Anneal and Prune


Apr 08, 2019
Asaf Noy, Niv Nayman, Tal Ridnik, Nadav Zamir, Sivan Doveh, Itamar Friedman, Raja Giryes, Lihi Zelnik-Manor


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