Yu, Zhewen

1. SATAY: A Streaming Architecture Toolflow for Accelerating YOLO Models on FPGA Devices
   2023/09/04 by Montgomerie-Corcoran, Alexander, Toupas, Petros, Yu, Zhewen +1 · 3 citations
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
2. SVD-NAS: Coupling Low-Rank Approximation and Neural Architecture Search
   2022/08/22 by Yu, Zhewen, Bouganis, Christos-Savvas · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
3. A Dataflow Compiler for Efficient LLM Inference using Custom Microscaling Formats
   2023/07/28 by Jianyi Cheng, Cheng, Jianyi, Cheng Zhang +8 · 2 citations
   Computer Science · #Advanced Data Storage Technologies #Advanced Neural Network Applications #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Parallel Computing and Optimization Techniques
4. PASS: Exploiting Post-Activation Sparsity in Streaming Architectures for CNN Acceleration
   2023/07/15 by Alexander Montgomerie-Corcoran, Zhewen Yu, Montgomerie-Corcoran, Alexander +5 · 1 citation
   Computer Science · Engineering · Neuroscience · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #Brain Tumor Detection and Classification #FOS: Computer and information sciences #Hardware Architecture (cs.AR)
5. AutoWS: Automate Weights Streaming in Layer-wise Pipelined DNN Accelerators
   2023/11/08 by Zhewen Yu, Christos-Savvas Bouganis, Yu, Zhewen +1 · 1 citation
   Computer Science · Engineering · #Parallel Computing and Optimization Techniques #Advanced Neural Network Applications #Advanced Memory and Neural Computing
6. SMOF: Streaming Modern CNNs on FPGAs with Smart Off-Chip Eviction
   2024/03/27 by Petros Toupas, Zhewen Yu, Toupas, Petros +5 · 1 citation
   Computer Science · Engineering · #Advanced Memory and Neural Computing #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Stochastic Gradient Optimization Techniques
7. From Loop Nests to Silicon: Mapping AI Workloads onto AMD NPUs with MLIR-AIR
   2025/10/16 by Wang, Erwei, Bayliss, Samuel, Bisca, Andra +19 · 2 citations
   #Computation and Language (cs.CL) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)