Kevin Hsieh
Kevin Hsieh
Principal Researcher at Microsoft
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The non-iid data quagmire of decentralized machine learning
K Hsieh, A Phanishayee, O Mutlu, P Gibbons
International Conference on Machine Learning, 4387-4398, 2020
Gaia: Geo-Distributed Machine Learning Approaching LAN Speeds
K Hsieh, A Harlap, N Vijaykumar, D Konomis, GR Ganger, PB Gibbons, ...
14th USENIX Symposium on Networked Systems Design and Implementation (NSDI …, 0
Focus: Querying large video datasets with low latency and low cost
K Hsieh, G Ananthanarayanan, P Bodik, S Venkataraman, P Bahl, ...
13th {USENIX} Symposium on Operating Systems Design and Implementation …, 2018
Transparent offloading and mapping (TOM): Enabling programmer-transparent near-data processing in GPU systems
K Hsieh, E Ebrahimi, G Kim, N Chatterjee, M O'Connor, N Vijaykumar, ...
Proceedings of the 43rd International Symposium on Computer Architecture …, 2016
Accelerating pointer chasing in 3D-stacked memory: Challenges, mechanisms, evaluation
K Hsieh, S Khan, N Vijaykumar, KK Chang, A Boroumand, S Ghose, ...
2016 IEEE 34th International Conference on Computer Design (ICCD), 25-32, 2016
Fast bulk bitwise AND and OR in DRAM
V Seshadri, K Hsieh, A Boroum, D Lee, MA Kozuch, O Mutlu, PB Gibbons, ...
IEEE Computer Architecture Letters 14 (2), 127-131, 2015
Understanding latency variation in modern DRAM chips: Experimental characterization, analysis, and optimization
KK Chang, A Kashyap, H Hassan, S Ghose, K Hsieh, D Lee, T Li, ...
Proceedings of the 2016 ACM SIGMETRICS International Conference on …, 2016
LazyPIM: An Efficient Cache Coherence Mechanism for Processing-in-Memory
A Boroumand, S Ghose, B Lucia, K Hsieh, K Malladi, H Zheng, O Mutlu
IEEE Computer Architecture Letters, 2016
CoNDA: efficient cache coherence support for near-data accelerators
A Boroumand, S Ghose, M Patel, H Hassan, B Lucia, R Ausavarungnirun, ...
Proceedings of the 46th International Symposium on Computer Architecture …, 2019
Ekya: Continuous learning of video analytics models on edge compute servers
R Bhardwaj, Z Xia, G Ananthanarayanan, J Jiang, Y Shu, N Karianakis, ...
19th USENIX Symposium on Networked Systems Design and Implementation (NSDI …, 2022
Enabling the Adoption of Processing-in-Memory: Challenges, Mechanisms, Future Research Directions
S Ghose, K Hsieh, A Boroumand, R Ausavarungnirun, O Mutlu
arXiv preprint arXiv:1802.00320, 2018
Zorua: A holistic approach to resource virtualization in gpus
N Vijaykumar, K Hsieh, G Pekhimenko, S Khan, A Shrestha, S Ghose, ...
2016 49th Annual IEEE/ACM International Symposium on Microarchitecture …, 2016
The locality descriptor: A holistic cross-layer abstraction to express data locality in GPUs
N Vijaykumar, E Ebrahimi, K Hsieh, PB Gibbons, O Mutlu
2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture …, 2018
Toward standardized near-data processing with unrestricted data placement for GPUs
G Kim, N Chatterjee, M O'Connor, K Hsieh
Proceedings of the International Conference for High Performance Computing …, 2017
Matchmaker: Data Drift Mitigation in Machine Learning for Large-Scale Systems
A Mallick, K Hsieh, B Arzani, G Joshi
Proceedings of Machine Learning and Systems 4, 77-94, 2022
FedSpace: An Efficient Federated Learning Framework at Satellites and Ground Stations
J So, K Hsieh, B Arzani, S Noghabi, S Avestimehr, R Chandra
arXiv preprint arXiv:2202.01267, 2022
A case for richer cross-layer abstractions: Bridging the semantic gap with expressive memory
N Vijaykumar, A Jain, D Majumdar, K Hsieh, G Pekhimenko, E Ebrahimi, ...
2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture …, 2018
Federated learning under distributed concept drift
E Jothimurugesan, K Hsieh, J Wang, G Joshi, PB Gibbons
International Conference on Artificial Intelligence and Statistics, 5834-5853, 2023
The Processing-in-Memory Paradigm: Mechanisms to Enable Adoption
S Ghose, K Hsieh, A Boroumand, R Ausavarungnirun, O Mutlu
Beyond-CMOS Technologies for Next Generation Computer Design, 133-194, 2019
{RECL}: Responsive {Resource-Efficient} Continuous Learning for Video Analytics
M Khani, G Ananthanarayanan, K Hsieh, J Jiang, R Netravali, Y Shu, ...
20th USENIX Symposium on Networked Systems Design and Implementation (NSDI …, 2023
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