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Structural Pruning via Latency-Saliency Knapsack


Oct 18, 2022
Maying Shen, Hongxu Yin, Pavlo Molchanov, Lei Mao, Jianna Liu, Jose M. Alvarez

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* Accepted by NeurIPS 2022. arXiv admin note: substantial text overlap with arXiv:2110.10811 

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Global Context Vision Transformers


Jun 20, 2022
Ali Hatamizadeh, Hongxu Yin, Jan Kautz, Pavlo Molchanov

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* Tech. Report 

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DRaCoN -- Differentiable Rasterization Conditioned Neural Radiance Fields for Articulated Avatars


Mar 29, 2022
Amit Raj, Umar Iqbal, Koki Nagano, Sameh Khamis, Pavlo Molchanov, James Hays, Jan Kautz

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* Project page at https://dracon-avatars.github.io/ 

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GradViT: Gradient Inversion of Vision Transformers


Mar 28, 2022
Ali Hatamizadeh, Hongxu Yin, Holger Roth, Wenqi Li, Jan Kautz, Daguang Xu, Pavlo Molchanov

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* CVPR'22 Accepted Paper 

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Do Gradient Inversion Attacks Make Federated Learning Unsafe?


Feb 14, 2022
Ali Hatamizadeh, Hongxu Yin, Pavlo Molchanov, Andriy Myronenko, Wenqi Li, Prerna Dogra, Andrew Feng, Mona G. Flores, Jan Kautz, Daguang Xu, Holger R. Roth

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* Improved and reformatted version of https://www.researchsquare.com/article/rs-1147182/v2 

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AdaViT: Adaptive Tokens for Efficient Vision Transformer


Dec 14, 2021
Hongxu Yin, Arash Vahdat, Jose Alvarez, Arun Mallya, Jan Kautz, Pavlo Molchanov

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GLAMR: Global Occlusion-Aware Human Mesh Recovery with Dynamic Cameras


Dec 02, 2021
Ye Yuan, Umar Iqbal, Pavlo Molchanov, Kris Kitani, Jan Kautz

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* Project page: https://www.ye-yuan.com/glamr/ 

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When to Prune? A Policy towards Early Structural Pruning


Oct 22, 2021
Maying Shen, Pavlo Molchanov, Hongxu Yin, Jose M. Alvarez

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HALP: Hardware-Aware Latency Pruning


Oct 20, 2021
Maying Shen, Hongxu Yin, Pavlo Molchanov, Lei Mao, Jianna Liu, Jose M. Alvarez

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NViT: Vision Transformer Compression and Parameter Redistribution


Oct 10, 2021
Huanrui Yang, Hongxu Yin, Pavlo Molchanov, Hai Li, Jan Kautz

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