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Understanding and Overcoming the Challenges of Efficient Transformer Quantization


Sep 27, 2021
Yelysei Bondarenko, Markus Nagel, Tijmen Blankevoort


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A White Paper on Neural Network Quantization


Jun 15, 2021
Markus Nagel, Marios Fournarakis, Rana Ali Amjad, Yelysei Bondarenko, Mart van Baalen, Tijmen Blankevoort


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Distilling Optimal Neural Networks: Rapid Search in Diverse Spaces


Dec 16, 2020
Bert Moons, Parham Noorzad, Andrii Skliar, Giovanni Mariani, Dushyant Mehta, Chris Lott, Tijmen Blankevoort

* Main text 8 pages, Full text 21 pages, 18 figures 

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Differentiable Joint Pruning and Quantization for Hardware Efficiency


Jul 20, 2020
Ying Wang, Yadong Lu, Tijmen Blankevoort


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Bayesian Bits: Unifying Quantization and Pruning


May 15, 2020
Mart van Baalen, Christos Louizos, Markus Nagel, Rana Ali Amjad, Ying Wang, Tijmen Blankevoort, Max Welling


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Up or Down? Adaptive Rounding for Post-Training Quantization


Apr 22, 2020
Markus Nagel, Rana Ali Amjad, Mart van Baalen, Christos Louizos, Tijmen Blankevoort


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LSQ+: Improving low-bit quantization through learnable offsets and better initialization


Apr 20, 2020
Yash Bhalgat, Jinwon Lee, Markus Nagel, Tijmen Blankevoort, Nojun Kwak

* Camera-ready for Joint Workshop on Efficient Deep Learning in Computer Vision, CVPR 2020 

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Conditional Channel Gated Networks for Task-Aware Continual Learning


Mar 31, 2020
Davide Abati, Jakub Tomczak, Tijmen Blankevoort, Simone Calderara, Rita Cucchiara, Babak Ehteshami Bejnordi

* CVPR 2020 (oral) 

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Learned Threshold Pruning


Feb 28, 2020
Kambiz Azarian, Yash Bhalgat, Jinwon Lee, Tijmen Blankevoort


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Gradient $\ell_1$ Regularization for Quantization Robustness


Feb 18, 2020
Milad Alizadeh, Arash Behboodi, Mart van Baalen, Christos Louizos, Tijmen Blankevoort, Max Welling

* ICLR 2020 

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Taxonomy and Evaluation of Structured Compression of Convolutional Neural Networks


Dec 20, 2019
Andrey Kuzmin, Markus Nagel, Saurabh Pitre, Sandeep Pendyam, Tijmen Blankevoort, Max Welling


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Batch-Shaped Channel Gated Networks


Jul 15, 2019
Babak Ehteshami Bejnordi, Tijmen Blankevoort, Max Welling


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Data-Free Quantization through Weight Equalization and Bias Correction


Jun 11, 2019
Markus Nagel, Mart van Baalen, Tijmen Blankevoort, Max Welling


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Relaxed Quantization for Discretized Neural Networks


Oct 03, 2018
Christos Louizos, Matthias Reisser, Tijmen Blankevoort, Efstratios Gavves, Max Welling


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