Nianhui Guo

According to our database, Nianhui Guo authored at least 9 papers between 2020 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Towards efficient ultra low-bitwidth neural networks: A systematic study of architecture design, training optimization and deployment.

Nianhui Guo

PhD thesis, 2026

Leveraging Large-Scale Data for Efficient Low-Bit CUTLASS GEMM Optimization via Neural Networks.

Hong Guo, Nianhui Guo, Christoph Meinel, Haojin Yang

Big Data Min. Anal., 2026

2024

Low-bit CUTLASS GEMM Template Auto-tuning using Neural Network.

Hong Guo, Nianhui Guo, Christoph Meinel, Haojin Yang

Proceedings of the IEEE International Symposium on Parallel and Distributed Processing with Applications, 2024

Enhancing Optimization Robustness in 1-Bit Neural Networks Through Stochastic Sign Descent.

Nianhui Guo, Hong Guo, Christoph Meinel, Haojin Yang

Proceedings of the Computer Vision - ECCV 2024, 2024

2023

Towards Optimization-Friendly Binary Neural Network.

Nianhui Guo, Joseph Bethge, Hong Guo, Christoph Meinel, Haojin Yang

Trans. Mach. Learn. Res., 2023

2022

Gradient Matters: Designing Binarized Neural Networks via Enhanced Information-Flow.

Qi Wang, Nianhui Guo, Zhitong Xiong, Zeping Yin, Xuelong Li

IEEE Trans. Pattern Anal. Mach. Intell., 2022

Join the High Accuracy Club on ImageNet with A Binary Neural Network Ticket.

Nianhui Guo, Joseph Bethge, Christoph Meinel, Haojin Yang

CoRR, 2022

2021

BoolNet: Minimizing The Energy Consumption of Binary Neural Networks.

Nianhui Guo, Joseph Bethge, Haojin Yang, Kai Zhong, Xuefei Ning, Christoph Meinel, Yu Wang

CoRR, 2021

2020

Variational Context-Deformable ConvNets for Indoor Scene Parsing.

Zhitong Xiong, Yuan Yuan, Nianhui Guo, Qi Wang

Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020