Sotabase

Career

· Founding Member, Nexusflow.AI2023–
· Principal Researcher, NVIDIA2023–
· Postdoc in CS, UC Berkeley2022–
· Associate Professor, Fudan University2021–
· PhD Student, UC Berkeley2018–

Publications (61)

A Survey of Quantization Methods for Efficient Neural Network Inference
Low-Power Computer Vision · 2021
1,390
cited
Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT
AAAI Conference on Artificial Intelligence · 2019
636
cited
HAWQ: Hessian AWare Quantization of Neural Networks With Mixed-Precision
IEEE International Conference on Computer Vision · 2019
607
cited
ZeroQ: A Novel Zero Shot Quantization Framework
Computer Vision and Pattern Recognition · 2020
462
cited
HAWQ-V2: Hessian Aware trace-Weighted Quantization of Neural Networks
Neural Information Processing Systems · 2019
338
cited
SqueezeLLM: Dense-and-Sparse Quantization
International Conference on Machine Learning · 2023
268
cited
Q-Diffusion: Quantizing Diffusion Models
IEEE International Conference on Computer Vision · 2023
244
cited
HAWQV3: Dyadic Neural Network Quantization
International Conference on Machine Learning · 2020
91
cited
Applications and Techniques for Fast Machine Learning in Science
Frontiers in Big Data · 2021
81
cited
A MnO2 nanosheet-assisted GSH detection platform using an iridium(iii) complex as a switch-on luminescent probe.
Nanoscale · 2017
80
cited
Hessian-Aware Pruning and Optimal Neural Implant
IEEE Workshop/Winter Conference on Applications of Computer Vision · 2021
75
cited
A label-free method for detecting biothiols based on poly(thymine)-templated copper nanoparticles.
Biosensors & bioelectronics · 2015
74
cited
NoisyQuant: Noisy Bias-Enhanced Post-Training Activation Quantization for Vision Transformers
Computer Vision and Pattern Recognition · 2022
70
cited
An anti-prostate cancer benzofuran-conjugated iridium(III) complex as a dual inhibitor of STAT3 and NF-κB.
Cancer Letters · 2017
67
cited
CoDeNet: Efficient Deployment of Input-Adaptive Object Detection on Embedded FPGAs
Symposium on Field Programmable Gate Arrays · 2021
61
cited
Outlier Suppression+: Accurate quantization of large language models by equivalent and effective shifting and scaling
Conference on Empirical Methods in Natural Language Processing · 2023
61
cited
Learnable Motion Coherence for Correspondence Pruning
Computer Vision and Pattern Recognition · 2020
60
cited
Magic-Me: Identity-Specific Video Customized Diffusion
ECCV Workshops · 2024
54
cited
A suspending-droplet mode paper-based microfluidic platform for low-cost, rapid, and convenient detection of lead(II) ions in liquid solution.
Biosensors & bioelectronics · 2018
51
cited
CVPR 2023 Text Guided Video Editing Competition
arXiv.org · 2023
49
cited
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Zhen Dong | Researcher Profile | Sotabase | Sotabase