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Hyoukjun Kwon
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MAERI: Enabling Flexible Dataflow Mapping over DNN Accelerators via Reconfigurable Interconnects
H Kwon, A Samajdar, T Krishna
Proceedings of ACM International Conference on Architectural Support for …, 2018
4902018
SIGMA: A Sparse and Irregular GEMM Accelerator with Flexible Interconnects for DNN Training
E Qin, A Samajdar, H Kwon, V Nadella, S Srinivasan, D Das, B Kaul, ...
Proceedings of the 26th IEEE International Symposium on High-Performance …, 2020
4042020
Understanding reuse, performance, and hardware cost of dnn dataflow: A data-centric approach
H Kwon, P Chatarasi, M Pellauer, A Parashar, V Sarkar, T Krishna
Proceedings of the 52nd Annual IEEE/ACM International Symposium on …, 2019
2932019
Multi-scale high-resolution vision transformer for semantic segmentation
J Gu, H Kwon, D Wang, W Ye, M Li, YH Chen, L Lai, V Chandra, DZ Pan
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022
1882022
Maestro: A data-centric approach to understand reuse, performance, and hardware cost of dnn mappings
H Kwon, P Chatarasi, V Sarkar, T Krishna, M Pellauer, A Parashar
IEEE micro 40 (3), 20-29, 2020
1462020
Heterogeneous dataflow accelerators for multi-DNN workloads
H Kwon, L Lai, M Pellauer, T Krishna, YH Chen, V Chandra
2021 IEEE International Symposium on High-Performance Computer Architecture …, 2021
136*2021
Co-exploration of neural architectures and heterogeneous asic accelerator designs targeting multiple tasks
L Yang, Z Yan, M Li, H Kwon, L Lai, T Krishna, V Chandra, W Jiang, Y Shi
2020 57th ACM/IEEE Design Automation Conference (DAC), 1-6, 2020
1252020
Rethinking NoCs for spatial neural network accelerators
H Kwon, A Samajdar, T Krishna
2017 Eleventh IEEE/ACM International Symposium on Networks-on-Chip (NOCS), 1-8, 2017
832017
OpenSMART: Single-cycle multi-hop NoC generator in BSV and Chisel
H Kwon, T Krishna
2017 IEEE International Symposium on Performance Analysis of Systems and …, 2017
582017
Architecture, chip, and package codesign flow for interposer-based 2.5-D chiplet integration enabling heterogeneous IP reuse
J Kim, G Murali, H Park, E Qin, H Kwon, VCK Chekuri, NM Rahman, ...
IEEE Transactions on Very Large Scale Integration (VLSI) Systems 28 (11 …, 2020
512020
Architecture, chip, and package co-design flow for 2.5 D IC design enabling heterogeneous IP reuse
J Kim, G Murali, H Park, E Qin, H Kwon, V Chaitanya, K Chekuri, N Dasari, ...
Proceedings of the 56th Annual Design Automation Conference 2019, 1-6, 2019
512019
Marvel: A data-centric approach for mapping deep learning operators on spatial accelerators
P Chatarasi, H Kwon, A Parashar, M Pellauer, T Krishna, V Sarkar
ACM Transactions on Architecture and Code Optimization (TACO) 19 (1), 1-26, 2021
482021
Architecting a secure wireless network-on-chip
B Lebiednik, S Abadal, H Kwon, T Krishna
2018 Twelfth IEEE/ACM International Symposium on Networks-on-Chip (NOCS), 1-8, 2018
372018
mRNA: Enabling Efficient Mapping Space Exploration for a Reconfigurable Neural Accelerator
Z Zhao, H Kwon, S Kuhar, W Sheng, Z Mao, T Krishna
2019 IEEE International Symposium on Performance Analysis of Systems and …, 2019
332019
Xrbench: An extended reality (xr) machine learning benchmark suite for the metaverse
H Kwon, K Nair, J Seo, J Yik, D Mohapatra, D Zhan, J Song, P Capak, ...
Proceedings of Machine Learning and Systems 5, 1-20, 2023
202023
Evaluating spatial accelerator architectures with tiled matrix-matrix multiplication
GE Moon, H Kwon, G Jeong, P Chatarasi, S Rajamanickam, T Krishna
IEEE Transactions on Parallel and Distributed Systems 33 (4), 1002-1014, 2021
202021
Flexion: A Quantitative Metric for Flexibility in DNN Accelerators
H Kwon, M Pellauer, A Parashar, T Krishna
IEEE Computer Architecture Letters - Preprint, 1-1, 2020
192020
Data orchestration in deep learning accelerators
T Krishna, H Kwon, A Parashar, M Pellauer, A Samajdar
Morgan & Claypool Publishers 15, 1-164, 2020
172020
Extending sparse tensor accelerators to support multiple compression formats
E Qin, G Jeong, W Won, SC Kao, H Kwon, S Srinivasan, D Das, GE Moon, ...
2021 IEEE International Parallel and Distributed Processing Symposium (IPDPS …, 2021
162021
A communication-centric approach for designing flexible DNN accelerators
H Kwon, A Samajdar, T Krishna
IEEE Micro 38 (6), 25-35, 2018
142018
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