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Lorenz K Muller
Researcher, Huawei Technologies Ltd.
Joined
May 2022
Names
Lorenz K Muller
(Preferred)
,
Lorenz K. Müller
Emails
****@gmail.com
(Confirmed)
,
****@ini.uzh.ch
,
****@huawei.com
(Confirmed)
,
****@zurich.ibm.com
Personal Links
Google Scholar
DBLP
ORCID
Semantic Scholar
Career & Education History
Researcher
Huawei Technologies Ltd.
(huawei.com)
2020
–
Present
Researcher
International Business Machines
(ibm.com)
2019
–
2020
Postdoc
ETHZ - ETH Zurich
(ethz.ch)
2015
–
2019
PhD student
University of Zurich
(uzh.ch)
2011
–
2015
Advisors, Relations & Conflicts
PhD Advisor
Giacomo Indiveri
2011
–
2015
Expertise
LLM inference
2023
–
Present
HyperNetworks
2020
–
Present
neural isp
2018
–
Present
efficient deep learning
2015
–
Present
deep learning
2011
–
Present
dynamic vision sensors / event-based vision
2011
–
Present
Publications
SINQ: Sinkhorn-Normalized Quantization for Calibration-Free Low-Precision LLM Weights
Lorenz K Muller
,
Philippe Bich
,
Jiawei Zhuang
,
Ahmet Çelik
,
Luca Benfenati
,
Lukas Cavigelli
Submitted to ICLR 2026
Readers:
Everyone
Car4Cast: A Dataset and Benchmark for LLM-Based Motion Forecasting and Spatial Reasoning in Autonomous Driving
Nicholas Argenziano
,
Lorenz K Muller
,
Zilong Deng
,
Linying Yao
,
Li Fan
Submitted to ICLR 2026
Readers:
Everyone
Is Kernel Prediction More Powerful than Gating in Convolutional Neural Networks?
Lorenz K Muller
ICML 2024 Poster
Readers:
Everyone
RL-based Stateful Neural Adaptive Sampling and Denoising for Real-Time Path Tracing
Antoine Scardigli
,
Lukas Cavigelli
,
Lorenz K Muller
NeurIPS 2023 poster
Readers:
Everyone
Efficient Inference With Model Cascades
Luzian Lebovitz
,
Lukas Cavigelli
,
Michele Magno
,
Lorenz K Muller
Accepted by TMLR
Readers:
Everyone
Conditional Execution Of Cascaded Models Improves The Accuracy-Efficiency Trade-Off
Luzian Lebovitz
,
Lukas Cavigelli
,
Michele Magno
,
Lorenz K Muller
Published: 01 Feb 2023, Last Modified: 13 Feb 2023
Submitted to ICLR 2023
Readers:
Everyone
Energy Efficiency of Photonic Convolution for Artificial Intelligence Workloads
Jonas Weiss
,
Pascal Stark
,
Lorenz K. Müller
,
Folkert Horst
,
Roger Dangel
,
Bert Jan Offrein
2021 (modified: 17 May 2022)
SiPS 2021
Readers:
Everyone
Overparametrization of HyperNetworks at Fixed FLOP-Count Enables Fast Neural Image Enhancement
Lorenz K. Müller
2021 (modified: 17 May 2022)
CVPR Workshops 2021
Readers:
Everyone
COLNA: A Python Package to Analyze Complex, Linear Networks
Pascal Stark
,
Lorenz K. Müller
2020 (modified: 17 May 2022)
J. Open Source Softw. 2020
Readers:
Everyone
Neural Sensors: Learning Pixel Exposures for HDR Imaging and Video Compressive Sensing With Programmable Sensors
Julien N. P. Martel
,
Lorenz K. Müller
,
Stephen J. Carey
,
Piotr Dudek
,
Gordon Wetzstein
2020 (modified: 17 May 2022)
IEEE Trans. Pattern Anal. Mach. Intell. 2020
Readers:
Everyone
View all 23 publications
Co-Authors
Ahmet Çelik
Antoine Scardigli
Bert Jan Offrein
Folkert Horst
Giacomo Indiveri
Gordon Wetzstein
Hesham Mostafa
Jiawei Zhuang
Jonas Weiss
Jonathan Müller
Julien N. P. Martel
Li Fan
Linying Yao
Luca Benfenati
Lukas Cavigelli
Luzian Lebovitz
Manu V. Nair
Melika Payvand
Michele Magno
Nicholas Argenziano
Pascal Stark
Philippe Bich
Piotr Dudek
Roger Dangel
Stephen J. Carey
View all 27 co-authors