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Hyoukjun Kwon

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Inter-Layer Scheduling Space Exploration for Multi-model Inference on Heterogeneous Chiplets

Dec 14, 2023
Mohanad Odema, Hyoukjun Kwon, Mohammad Abdullah Al Faruque

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SDRM3: A Dynamic Scheduler for Dynamic Real-time Multi-model ML Workloads

Dec 07, 2022
Seah Kim, Hyoukjun Kwon, Jinook Song, Jihyuck Jo, Yu-Hsin Chen, Liangzhen Lai, Vikas Chandra

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XRBench: An Extended Reality (XR) Machine Learning Benchmark Suite for the Metaverse

Nov 16, 2022
Hyoukjun Kwon, Krishnakumar Nair, Jamin Seo, Jason Yik, Debabrata Mohapatra, Dongyuan Zhan, Jinook Song, Peter Capak, Peizhao Zhang, Peter Vajda, Colby Banbury, Mark Mazumder, Liangzhen Lai, Ashish Sirasao, Tushar Krishna, Harshit Khaitan, Vikas Chandra, Vijay Janapa Reddi

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Multi-Scale High-Resolution Vision Transformer for Semantic Segmentation

Nov 23, 2021
Jiaqi Gu, Hyoukjun Kwon, Dilin Wang, Wei Ye, Meng Li, Yu-Hsin Chen, Liangzhen Lai, Vikas Chandra, David Z. Pan

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HRViT: Multi-Scale High-Resolution Vision Transformer

Nov 01, 2021
Jiaqi Gu, Hyoukjun Kwon, Dilin Wang, Wei Ye, Meng Li, Yu-Hsin Chen, Liangzhen Lai, Vikas Chandra, David Z. Pan

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Evaluating Spatial Accelerator Architectures with Tiled Matrix-Matrix Multiplication

Jun 19, 2021
Gordon E. Moon, Hyoukjun Kwon, Geonhwa Jeong, Prasanth Chatarasi, Sivasankaran Rajamanickam, Tushar Krishna

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MARVEL: A Decoupled Model-driven Approach for Efficiently Mapping Convolutions on Spatial DNN Accelerators

Feb 18, 2020
Prasanth Chatarasi, Hyoukjun Kwon, Natesh Raina, Saurabh Malik, Vaisakh Haridas, Tushar Krishna, Vivek Sarkar

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Co-Exploration of Neural Architectures and Heterogeneous ASIC Accelerator Designs Targeting Multiple Tasks

Feb 10, 2020
Lei Yang, Zheyu Yan, Meng Li, Hyoukjun Kwon, Liangzhen Lai, Tushar Krishna, Vikas Chandra, Weiwen Jiang, Yiyu Shi

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An Analytic Model for Cost-Benefit Analysis of Dataflows in DNN Accelerators

Sep 13, 2018
Hyoukjun Kwon, Michael Pellauer, Tushar Krishna

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