Parashar, Angshuman
- SCNN: An Accelerator for Compressed-sparse Convolutional Neural Networks
2017/05/23 by Angshuman Parashar, Parashar, Angshuman, Minsoo Rhu +15 · 22 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Image Processing Techniques and Applications #Digital Media Forensic Detection
- Sparseloop: An Analytical Approach To Sparse Tensor Accelerator Modeling
2022/05/12 by Yannan Nellie Wu, Po-An Tsai, Wu, Yannan Nellie +7 · 10 citations
Computer Science · Mathematics · #Advanced Data Storage Technologies #Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Parallel #Parallel Computing and Optimization Techniques #Tensor decomposition and applications #and Cluster Computing (cs.DC)
- DiGamma: Domain-aware Genetic Algorithm for HW-Mapping Co-optimization for DNN Accelerators
2022/01/26 by Sheng-Chun Kao, Kao, Sheng-Chun, Michael Pellauer +5 · 4 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
- Union: A Unified HW-SW Co-Design Ecosystem in MLIR for Evaluating Tensor Operations on Spatial Accelerators
2021/09/15 by Geonhwa Jeong, Gökçen Kestor, Jeong, Geonhwa +13 · 1 citation
Computer Science · #Advanced Data Storage Technologies #Distributed #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel #Parallel Computing and Optimization Techniques #and Cluster Computing (cs.DC)
- Marvel: A Data-centric Compiler for DNN Operators on Spatial Accelerators
2020/02/18 by Prasanth Chatarasi, Chatarasi, Prasanth, Hyoukjun Kwon +15 · 2 citations
Computer Science · Decision Sciences · #Computer Graphics and Visualization Techniques #Distributed #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Performance (cs.PF) #Scientific Computing and Data Management #and Cluster Computing (cs.DC)
- A Formalism of DNN Accelerator Flexibility
2022/06/07 by Sheng-Chun Kao, Kao, Sheng-Chun, Hyoukjun Kwon +7 · 1 citation
Materials Science · Engineering · Computer Science · #Machine Learning in Materials Science #Ferroelectric and Negative Capacitance Devices #Advanced Neural Network Applications
- 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)
- Understanding Reuse, Performance, and Hardware Cost of DNN Dataflows: A Data-Centric Approach Using MAESTRO
2018/05/04 by Hyoukjun Kwon, Kwon, Hyoukjun, Prasanth Chatarasi +9 · 1 citation
Computer Science · #Advanced Data Storage Technologies #Advanced Neural Network Applications #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Parallel Computing and Optimization Techniques #and Cluster Computing (cs.DC)