Kevin Hsieh
Kevin Hsieh
Senior Researcher, Microsoft Research
Verified email at microsoft.com - Homepage
Title
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Year
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
267*
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
2052016
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
1672016
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
1662015
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
1622018
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
1502016
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
1402016
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
1072020
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
622016
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
512018
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
462018
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
422019
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
352018
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
312017
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
242019
LazyPIM: Efficient Support for Cache Coherence in Processing-in-Memory Architectures
A Boroumand, S Ghose, M Patel, H Hassan, B Lucia, N Hajinazar, ...
arXiv preprint arXiv:1706.03162, 2017
132017
Machine learning systems for highly-distributed and rapidly-growing data
K Hsieh
Carnegie Mellon University, 2019
42019
Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers
R Bhardwaj, Z Xia, G Ananthanarayanan, J Jiang, N Karianakis, Y Shu, ...
arXiv preprint arXiv:2012.10557, 2020
32020
Interpret-able feedback for AutoML systems
B Arzani, K Hsieh, H Chen
arXiv preprint arXiv:2102.11267, 2021
12021
Flexible-Latency DRAM: Understanding and Exploiting Latency Variation in Modern DRAM Chips
KK Chang, A Kashyap, H Hassan, S Ghose, K Hsieh, D Lee, T Li, ...
arXiv preprint arXiv:1805.03154, 2018
12018
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