Kao, Sheng-Chun
- FLAT: An Optimized Dataflow for Mitigating Attention Bottlenecks
2021/07/13 by Kao, Sheng-Chun, Subramanian, Suvinay, Agrawal, Gaurav +2 · 10 citations
#FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
- MAGMA: An Optimization Framework for Mapping Multiple DNNs on Multiple Accelerator Cores
2021/04/28 by Sheng-Chun Kao, Tushar Krishna, Kao, Sheng-Chun +1 · 4 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Hardware Architecture (cs.AR) #Stochastic Gradient Optimization Techniques
- ConfuciuX: Autonomous Hardware Resource Assignment for DNN Accelerators using Reinforcement Learning
2020/09/04 by Kao, Sheng-Chun, Jeong, Geonhwa, Krishna, Tushar · 2 citations
#FOS: Computer and information sciences #FOS: Electrical engineering #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
- DiGamma: Domain-aware Genetic Algorithm for HW-Mapping Co-optimization for DNN Accelerators
2022/01/26 by Sheng-Chun Kao, Michael Pellauer, Kao, Sheng-Chun +5 · 2 citations
Computer Science · #Advanced Malware Detection Techniques #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE) #Parallel Computing and Optimization Techniques
- Understanding the Performance Horizon of the Latest ML Workloads with NonGEMM Workloads
2024/04/17 by Rachid Karami, Karami, Rachid, Sheng-Chun Kao +3 · 2 citations
Computer Science · Engineering · #Advanced Data Storage Technologies #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques #Performance (cs.PF)
- Extending Sparse Tensor Accelerators to Support Multiple Compression Formats
2021/03/18 by Qin, Eric, Jeong, Geonhwa, Won, William +7 · 1 citation
#Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
- Training Recipe for N:M Structured Sparsity with Decaying Pruning Mask
2022/09/15 by Sheng-Chun Kao, Amir Yazdanbakhsh, Kao, Sheng-Chun +9 · 1 citation
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Machine Learning and Data Classification #Performance (cs.PF)
- Demystifying Map Space Exploration for NPUs
2022/10/07 by Sheng-Chun Kao, Angshuman Parashar, Kao, Sheng-Chun +5 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Parallel #and Cluster Computing (cs.DC)
- JaxPruner: A concise library for sparsity research
2023/04/27 by Lee, Joo Hyung, Park, Wonpyo, Mitchell, Nicole +22 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering (cs.SE)