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Samuel Hsia
Samuel Hsia
Harvard CS, Meta AI (FAIR)
Verified email at g.harvard.edu
Title
Cited by
Cited by
Year
DeepRecSys: A System for Optimizing End-To-End At-scale Neural Recommendation Inference
U Gupta, S Hsia, V Saraph, X Wang, B Reagen, GY Wei, HHS Lee, ...
2020 47th ACM/IEEE Annual International Symposium on Computer Architecture …, 2020
1692020
RecSSD: near data processing for solid state drive based recommendation inference
M Wilkening, U Gupta, S Hsia, C Trippel, CJ Wu, D Brooks, GY Wei
2021 26th ACM International Conference on Architectural Support for …, 2021
892021
Cross-Stack Workload Characterization of Deep Recommendation Systems
S Hsia, U Gupta, M Wilkening, CJ Wu, GY Wei, D Brooks
2020 IEEE International Symposium on Workload Characterization (IISWC), 2020
322020
RecPipe: Co-designing Models and Hardware to Jointly Optimize Recommendation Quality and Performance
U Gupta, S Hsia, M Wilkening, J Pombra, HHS Lee, GY Wei, CJ Wu, ...
2021 54th IEEE/ACM International Symposium on Microarchitecture (MICRO), 2021
312021
MP-Rec: Hardware-Software Co-Design to Enable Multi-Path Recommendation
S Hsia, U Gupta, B Acun, N Ardalani, P Zhong, GY Wei, D Brooks, CJ Wu
2023 28th ACM International Conference on Architectural Support for …, 2023
62023
Characterizing the Scalability of Graph Convolutional Networks on Intel® PIUMA
MJ Adiletta, JJ Tithi, EI Farsarakis, G Gerogiannis, R Adolf, R Benke, ...
2023 IEEE International Symposium on Performance Analysis of Systems and …, 2023
42023
Generative AI Beyond LLMs: System Implications of Multi-Modal Generation
A Golden, S Hsia, F Sun, B Acun, B Hosmer, Y Lee, Z DeVito, J Johnson, ...
arXiv preprint arXiv:2312.14385, 2023
2023
MAD Max Beyond Single-Node: Enabling Large Machine Learning Model Acceleration on Distributed Systems
S Hsia, A Golden, B Acun, N Ardalani, Z DeVito, GY Wei, D Brooks, CJ Wu
arXiv preprint arXiv:2310.02784, 2023
2023
Cross-Stack Characterization and Solid State Drive-Based Near Data Processing for Recommendation Workloads
S Hsia, M Wilkening, U Gupta, C Trippel, Wu, Carole-Jean, D Brooks, ...
Boston Area Architecture Workshop 2021, 2021
2021
RecSSD: Near Data Processing for Solid State Drive Based Recommendation Inference Extended Abstract
M Wilkening, U Gupta, S Hsia, C Trippel, CJ Wu, D Brooks, GY Wei
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