Huang, Shaoyi

1. Towards Sparsification of Graph Neural Networks
   2022/09/11 by Peng, Hongwu, Gurevin, Deniz, Huang, Shaoyi +4 · 3 citations
   #C.4 #FOS: Computer and information sciences #I.2 #Machine Learning (cs.LG)
2. Neurogenesis Dynamics-inspired Spiking Neural Network Training Acceleration
   2023/04/24 by Huang, Shaoyi, Fang, Haowen, Mahmood, Kaleel +7 · 3 citations
   #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE)
3. AutoReP: Automatic ReLU Replacement for Fast Private Network Inference
   2023/08/20 by Hongwu Peng, Peng, Hongwu, Shaoyi Huang +25 · 2 citations
   Computer Science · #B.0 #Cryptography and Data Security #Cryptography and Security (cs.CR) #E.3 #FOS: Computer and information sciences #I.2 #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
4. LinGCN: Structural Linearized Graph Convolutional Network for Homomorphically Encrypted Inference
   2023/09/25 by Hongwu Peng, Ran Ran, Peng, Hongwu +19 · 2 citations
   Computer Science · #Artificial Intelligence (cs.AI) #B.0 #Cryptography and Data Security #Cryptography and Security (cs.CR) #E.3 #FOS: Computer and information sciences #I.2 #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
5. An Automatic and Efficient BERT Pruning for Edge AI Systems
   2022/06/21 by Shaoyi Huang, Ning Liu, Huang, Shaoyi +13 · 1 citation
   Computer Science · #Topic Modeling #Machine Learning and Data Classification #Advanced Neural Network Applications
6. Dynamic Sparse Training via Balancing the Exploration-Exploitation Trade-off
   2022/11/30 by Huang, Shaoyi, Lei, Bowen, Xu, Dongkuan +4 · 1 citation
   #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
7. MaxK-GNN: Extremely Fast GPU Kernel Design for Accelerating Graph Neural Networks Training
   2023/12/14 by Peng, Hongwu, Xie, Xi, Shivdikar, Kaustubh +6 · 1 citation
   #Artificial Intelligence (cs.AI) #C.5 #Distributed #FOS: Computer and information sciences #I.2 #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
8. Zero-Space Cost Fault Tolerance for Transformer-based Language Models on ReRAM
   2024/01/22 by Bingbing Li, Li, Bingbing, Geng Yuan +15 · 1 citation
   Engineering · Computer Science · #Ferroelectric and Negative Capacitance Devices #Advanced Memory and Neural Computing #Advanced Neural Network Applications
9. KerZOO: Kernel Function Informed Zeroth-Order Optimization for Accurate and Accelerated LLM Fine-Tuning
   2025/05/24 by Zhendong Mi, Mi, Zhendong, Qitao Tan +8 · 3 citations
   Engineering · Mathematics · Physics and Astronomy · #FOS: Computer and information sciences #I.2.6 #I.2.7 #Machine Learning (cs.LG) #Magnetic confinement fusion research #Nuclear reactor physics and engineering #Numerical methods for differential equations
10. ACE: Exploring Activation Cosine Similarity and Variance for Accurate and Calibration-Efficient LLM Pruning
    2025/05/28 by Mi, Zhendong, Kong, Zhenglun, Yuan, Geng +1 · 2 citations
    #FOS: Computer and information sciences #I.2.6 #I.2.7 #Machine Learning (cs.LG)
11. Layer-wise Weight Selection for Power-Efficient Neural Network Acceleration
    2025/11/21 by Fang, Jiaxun, Li Zhang, Zhang, Grace Li +2 · 1 citation
    Computer Science · Engineering · #Advanced Neural Network Applications #Embedded Systems Design Techniques #Advanced Memory and Neural Computing