Mart Van Baalen

Researcher, QualComm

Joined

November 2019

Names

Mart Van Baalen (Preferred)

Emails

****@qti.qualcomm.com (Confirmed)

Personal Links

Google Scholar

Career & Education History

Researcher

QualComm (qualcomm.com)

2017 – Present

MS student

University of Amsterdam (uva.nl)

2012 – 2016

Advisors, Relations & Conflicts

No relations added

Expertise

No areas of expertise listed

Publications

Mixture of Cache-Conditional Experts for Efficient Mobile Device Inference
Andrii Skliar, Ties van Rozendaal, Romain Lepert, Todor Boinovski, Mart Van Baalen, Markus Nagel, Paul N. Whatmough, Babak Ehteshami Bejnordi
- Accepted by TMLR
- Readers: Everyone
Efficient LLM Inference using Dynamic Input Pruning and Cache-Aware Masking
Marco Federici, Davide Belli, Mart Van Baalen, Amir Jalalirad, Andrii Skliar, Bence Major, Markus Nagel, Paul Whatmough
- MLSys 2025 withshepherding
- Readers: Everyone
Rapid Switching and Multi-Adapter Fusion via Sparse High Rank Adapters
Kartikeya Bhardwaj, Nilesh Prasad Pandey, Sweta Priyadarshi, Viswanath Ganapathy, Rafael Esteves, Shreya Kadambi, Shubhankar Borse, Paul Whatmough, Risheek Garrepalli, Mart Van Baalen, Harris Teague, Markus Nagel
- ICML 2024 FM-Wild Workshop Poster
- Readers: Everyone
GPTVQ: The Blessing of Dimensionality for LLM Quantization
Mart Van Baalen, Andrey Kuzmin, Markus Nagel, Peter Couperus, Artem Bolshakov, Cedric Bastoul, Eric Mahurin, Tijmen Blankevoort, Paul Whatmough
- ES-FoMo-II 2024 Poster
- Readers: Everyone
Sparse High Rank Adapters
Kartikeya Bhardwaj, Nilesh Prasad Pandey, Sweta Priyadarshi, Viswanath Ganapathy, Shreya Kadambi, Rafael Esteves, Shubhankar Borse, Paul Whatmough, Risheek Garrepalli, Mart Van Baalen, Harris Teague, Markus Nagel
- NeurIPS 2024 poster
- Readers: Everyone
The LLM Surgeon
Tycho F. A. van der Ouderaa, Markus Nagel, Mart Van Baalen, Tijmen Blankevoort
- ICLR 2024 poster
- Readers: Everyone
Pruning vs Quantization: Which is Better?
Andrey Kuzmin, Markus Nagel, Mart Van Baalen, Arash Behboodi, Tijmen Blankevoort
- NeurIPS 2023 poster
- Readers: Everyone
FP8 Quantization: The Power of the Exponent
Andrey Kuzmin, Mart Van Baalen, Yuwei Ren, Markus Nagel, Jorn Peters, Tijmen Blankevoort
- Published: 31 Oct 2022, Last Modified: 12 Jan 2023
- NeurIPS 2022 Accept
- Readers: Everyone
Quantized sparse PCA for neural network weight compression
Andrey Kuzmin, Mart Van Baalen, Markus Nagel, Arash Behboodi
- Published: 28 Jan 2022, Last Modified: 13 Feb 2023
- ICLR 2022 Submitted
- Readers: Everyone

Co-Authors

View all 31 co-authors