Wayne Luk

1. Adaptable Butterfly Accelerator for Attention-based NNs via Hardware and Algorithm Co-design
   2022/09/20 by Hongxiang Fan, Fan, Hongxiang, Thomas Chau +13 · 9 citations
   Computer Science · Engineering · #Advanced Neural Network Applications #CCD and CMOS Imaging Sensors #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Image Enhancement Techniques #Machine Learning (cs.LG)
2. A hardware Gaussian noise generator using the Box-Muller method and its error analysis
   2006/05/12 by D.-U. Lee, John Villasenor, J.D. Villasenor +4 · 3 citations
   Engineering · Computer Science · #Advanced Wireless Communication Techniques #Error Correcting Code Techniques #Advancements in PLL and VCO Technologies
3. Towards Efficient Convolutional Neural Network for Domain-Specific Applications on FPGA
   2018/09/04 by Ruizhe Zhao, Rongxuan Zhao, Ho-Cheung Ng +6 · 1 voice · 1 citation
   Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #cs.CV
4. hls4ml: A Flexible, Open-Source Platform for Deep Learning Acceleration on Reconfigurable Hardware
   2025/12/01 by J. F. Schulte, Schulte, Jan-Frederik, Benjamin Ramhorst +102 · 2 voices · 4 citations
   Computer Science · #Embedded Systems Design Techniques #FOS: Computer and information sciences #FOS: Physical sciences #Hardware Architecture (cs.AR) #High Energy Physics - Experiment (hep-ex) #Machine Learning (cs.LG) #Numerical Methods and Algorithms #Parallel Computing and Optimization Techniques
5. Learning spatial hearing via innate mechanisms
   2020/01/28 by Yang Chu, Wayne Luk, Chu, Yang +4 · 1 voice · 1 citation
   Engineering · Neuroscience · #Advanced Adaptive Filtering Techniques #Hearing Loss and Rehabilitation #Neural dynamics and brain function #cs.NE #eess.AS #q-bio.NC
6. Efficient Structured Pruning and Architecture Searching for Group Convolution
   2018/11/23 by Rongxuan Zhao, Wayne Luk, Zhao, Ruizhe +1 · 1 citation
   Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
7. Combating the Memory Walls: Optimization Pathways for Long-Context Agentic LLM Inference
   2025/09/11 by Haoran Wu, Wu, Haoran, Can Xiao +31 · 1 voice · 1 citation
   Computer Science · #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #cs.AR
8. Exploring FPGA designs for MX and beyond
   2024/07/01 by Ebby Samson, Naveen Mellempudi, Samson, Ebby +5 · 1 voice
   Computer Science · Engineering · #Embedded Systems Design Techniques #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #VLSI and Analog Circuit Testing #VLSI and FPGA Design Techniques #cs.AR #cs.LG
9. A3 : an Analytical Low-Rank Approximation Framework for Attention
   2025/05/19 by Wong, Jeffrey T. H., Cheng Zhang, Zhang, Cheng +10 · 3 citations
   Computer Science · Engineering · Mathematics · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #Tensor decomposition and applications
10. da4ml: Distributed Arithmetic for Real-time Neural Networks on FPGAs
    2025/07/06 by Chang Sun, Zhiqiang Que, Sun, Chang +7 · 5 citations
    Computer Science · Engineering · #B.2.4 #B.6 #FOS: Computer and information sciences #FOS: Physical sciences #Fault Detection and Control Systems #Hardware Architecture (cs.AR) #High Energy Physics - Experiment (hep-ex) #Machine Learning (cs.LG) #Neural Networks and Applications
11. TileSight: A First-Principles Tile-Centric Analytical GPU Performance Model from Cores to Clusters
    2026/07/24 by Zhiwen Mo, Yu Cheng, Lei Wang +12
    #cs.DC #cs.PF