Mart van Baalen

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 27

Top Topics

Quantization Error

Pruning Methods

Pruning Algorithms

Top Venues

Publications

Tycho F. A. van der Ouderaa, Markus Nagel, Mart van Baalen, Tijmen Blankevoort
The LLM Surgeon. ICLR (2024)
Kartikeya Bhardwaj, Nilesh Prasad Pandey, Sweta Priyadarshi, Viswanath Ganapathy, Rafael Esteves, Shreya Kadambi, Shubhankar Borse, Paul N. Whatmough, Risheek Garrepalli, Mart van Baalen, Harris Teague, Markus Nagel
Sparse High Rank Adapters. CoRR (2024)
Mart van Baalen, Andrey Kuzmin, Markus Nagel, Peter Couperus, Cédric Bastoul, Eric Mahurin, Tijmen Blankevoort, Paul N. Whatmough
GPTVQ: The Blessing of Dimensionality for LLM Quantization. CoRR (2024)
Kartikeya Bhardwaj, Nilesh Prasad Pandey, Sweta Priyadarshi, Viswanath Ganapathy, Rafael Esteves, Shreya Kadambi, Shubhankar Borse, Paul N. Whatmough, Risheek Garrepalli, Mart van Baalen, Harris Teague, Markus Nagel
Rapid Switching and Multi-Adapter Fusion via Sparse High Rank Adapters. CoRR (2024)
Mart van Baalen, Andrey Kuzmin, Suparna S. Nair, Yuwei Ren, Eric Mahurin, Chirag Patel, Sundar Subramanian, Sanghyuk Lee, Markus Nagel, Joseph Soriaga, Tijmen Blankevoort
FP8 versus INT8 for efficient deep learning inference. CoRR (2023)
Nilesh Prasad Pandey, Markus Nagel, Mart van Baalen, Yin Huang, Chirag Patel, Tijmen Blankevoort
A Practical Mixed Precision Algorithm for Post-Training Quantization. CoRR (2023)
Andrey Kuzmin, Markus Nagel, Mart van Baalen, Arash Behboodi, Tijmen Blankevoort
Pruning vs Quantization: Which is Better? NeurIPS (2023)
Tycho F. A. van der Ouderaa, Markus Nagel, Mart van Baalen, Yuki M. Asano, Tijmen Blankevoort
The LLM Surgeon. CoRR (2023)
Nilesh Prasad Pandey, Markus Nagel, Mart van Baalen, Yin Huang, Chirag Patel, Tijmen Blankevoort
A Practical Mixed Precision Algorithm for Post-Training Quantization. BMVC Workshop (2023)
Jorn Peters, Marios Fournarakis, Markus Nagel, Mart van Baalen, Tijmen Blankevoort
QBitOpt: Fast and Accurate Bitwidth Reallocation during Training. ICCV (Workshops) (2023)
Andrey Kuzmin, Markus Nagel, Mart van Baalen, Arash Behboodi, Tijmen Blankevoort
Pruning vs Quantization: Which is Better? CoRR (2023)
Jorn Peters, Marios Fournarakis, Markus Nagel, Mart van Baalen, Tijmen Blankevoort
QBitOpt: Fast and Accurate Bitwidth Reallocation during Training. CoRR (2023)
Mart van Baalen, Brian Kahne, Eric Mahurin, Andrey Kuzmin, Andrii Skliar, Markus Nagel, Tijmen Blankevoort
Simulated Quantization, Real Power Savings. CVPR Workshops (2022)
Andrey Kuzmin, Mart van Baalen, Yuwei Ren, Markus Nagel, Jorn Peters, Tijmen Blankevoort
FP8 Quantization: The Power of the Exponent. NeurIPS (2022)
Andrey Kuzmin, Mart van Baalen, Markus Nagel, Arash Behboodi
Quantized Sparse Weight Decomposition for Neural Network Compression. CoRR (2022)
Andrey Kuzmin, Mart van Baalen, Yuwei Ren, Markus Nagel, Jorn Peters, Tijmen Blankevoort
FP8 Quantization: The Power of the Exponent. CoRR (2022)
Suraj Srinivas, Andrey Kuzmin, Markus Nagel, Mart van Baalen, Andrii Skliar, Tijmen Blankevoort
Cyclical Pruning for Sparse Neural Networks. CoRR (2022)
Suraj Srinivas, Andrey Kuzmin, Markus Nagel, Mart van Baalen, Andrii Skliar, Tijmen Blankevoort
Cyclical Pruning for Sparse Neural Networks. CVPR Workshops (2022)
Markus Nagel, Marios Fournarakis, Rana Ali Amjad, Yelysei Bondarenko, Mart van Baalen, Tijmen Blankevoort
A White Paper on Neural Network Quantization. CoRR (2021)
Milad Alizadeh, Arash Behboodi, Mart van Baalen, Christos Louizos, Tijmen Blankevoort, Max Welling
Gradient $\ell_1$ Regularization for Quantization Robustness. ICLR (2020)
Mart van Baalen, Christos Louizos, Markus Nagel, Rana Ali Amjad, Ying Wang, Tijmen Blankevoort, Max Welling
Bayesian Bits: Unifying Quantization and Pruning. NeurIPS (2020)
Mart van Baalen, Christos Louizos, Markus Nagel, Rana Ali Amjad, Ying Wang, Tijmen Blankevoort, Max Welling
Bayesian Bits: Unifying Quantization and Pruning. CoRR (2020)
Milad Alizadeh, Arash Behboodi, Mart van Baalen, Christos Louizos, Tijmen Blankevoort, Max Welling
Regularization for Quantization Robustness. CoRR (2020)
Markus Nagel, Rana Ali Amjad, Mart van Baalen, Christos Louizos, Tijmen Blankevoort
Up or Down? Adaptive Rounding for Post-Training Quantization. CoRR (2020)
Markus Nagel, Rana Ali Amjad, Mart van Baalen, Christos Louizos, Tijmen Blankevoort
Up or Down? Adaptive Rounding for Post-Training Quantization. ICML (2020)
Markus Nagel, Mart van Baalen, Tijmen Blankevoort, Max Welling
Data-Free Quantization through Weight Equalization and Bias Correction. CoRR (2019)
Markus Nagel, Mart van Baalen, Tijmen Blankevoort, Max Welling
Data-Free Quantization Through Weight Equalization and Bias Correction. ICCV (2019)