Tijmen Blankevoort

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

Yash Bhalgat, Jinwon Lee, Markus Nagel et al. · 2020 · 201 citations

Quantization Parameters, Data Compression, Engineering +15

Bayesian Bits: Unifying Quantization and Pruning

Mart van Baalen, Christos Louizos, Markus Nagel et al. · arXiv (Cornell University) · 2020 · 77 citations · Full text

Engineering, Machine Learning, Hardware Algorithm +16

Understanding and Overcoming the Challenges of Efficient Transformer Quantization

Yelysei Bondarenko, Markus Nagel, Tijmen Blankevoort · Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing · 2021 · 73 citations · Full text

Up or Down? Adaptive Rounding for Post-Training Quantization

Markus Nagel, Rana Ali Amjad, Mart van Baalen et al. · arXiv (Cornell University) · 2020 · 55 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +16

Data-Free Quantization Through Weight Equalization and Bias Correction

Markus Nagel, Mart van Baalen, Tijmen Blankevoort et al. · 2019 · 48 citations · Full text

Convolutional Neural Network, Quantization Accuracy Performance, Engineering +18