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Samuel Hsia
Publication Activity (10 Years)
Years Active: 2020-2023
Publications (10 Years): 13
Top Topics
Collaborative Filtering Recommendation Algorithm
Recommendation Quality
Metal Oxide
Solid State
Top Venues
CoRR
ASPLOS (3)
MICRO
ISPASS
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Publications
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Samuel Hsia
,
Udit Gupta
,
Bilge Acun
,
Newsha Ardalani
,
Pan Zhong
,
Gu-Yeon Wei
,
David Brooks
,
Carole-Jean Wu
MP-Rec: Hardware-Software Co-design to Enable Multi-path Recommendation.
ASPLOS (3)
(2023)
Alicia Golden
,
Samuel Hsia
,
Fei Sun
,
Bilge Acun
,
Basil Hosmer
,
Yejin Lee
,
Zachary DeVito
,
Jeff Johnson
,
Gu-Yeon Wei
,
David Brooks
,
Carole-Jean Wu
Generative AI Beyond LLMs: System Implications of Multi-Modal Generation.
CoRR
(2023)
Samuel Hsia
,
Udit Gupta
,
Bilge Acun
,
Newsha Ardalani
,
Pan Zhong
,
Gu-Yeon Wei
,
David Brooks
,
Carole-Jean Wu
MP-Rec: Hardware-Software Co-Design to Enable Multi-Path Recommendation.
CoRR
(2023)
Matthew Joseph Adiletta
,
Jesmin Jahan Tithi
,
Emmanouil-Ioannis Farsarakis
,
Gerasimos Gerogiannis
,
Robert Adolf
,
Robert Benke
,
Sidharth Kashyap
,
Samuel Hsia
,
Kartik Lakhotia
,
Fabrizio Petrini
,
Gu-Yeon Wei
,
David Brooks
PIUMA.
ISPASS
(2023)
Samuel Hsia
,
Alicia Golden
,
Bilge Acun
,
Newsha Ardalani
,
Zachary DeVito
,
Gu-Yeon Wei
,
David Brooks
,
Carole-Jean Wu
MAD Max Beyond Single-Node: Enabling Large Machine Learning Model Acceleration on Distributed Systems.
CoRR
(2023)
Udit Gupta
,
Samuel Hsia
,
Jeff Jun Zhang
,
Mark Wilkening
,
Javin Pombra
,
Hsien-Hsin S. Lee
,
Gu-Yeon Wei
,
Carole-Jean Wu
,
David Brooks
RecPipe: Co-designing Models and Hardware to Jointly Optimize Recommendation Quality and Performance.
CoRR
(2021)
Mark Wilkening
,
Udit Gupta
,
Samuel Hsia
,
Caroline Trippel
,
Carole-Jean Wu
,
David Brooks
,
Gu-Yeon Wei
RecSSD: near data processing for solid state drive based recommendation inference.
ASPLOS
(2021)
Mark Wilkening
,
Udit Gupta
,
Samuel Hsia
,
Caroline Trippel
,
Carole-Jean Wu
,
David Brooks
,
Gu-Yeon Wei
RecSSD: Near Data Processing for Solid State Drive Based Recommendation Inference.
CoRR
(2021)
Udit Gupta
,
Samuel Hsia
,
Jeff Zhang
,
Mark Wilkening
,
Javin Pombra
,
Hsien-Hsin Sean Lee
,
Gu-Yeon Wei
,
Carole-Jean Wu
,
David Brooks
RecPipe: Co-designing Models and Hardware to Jointly Optimize Recommendation Quality and Performance.
MICRO
(2021)
Udit Gupta
,
Samuel Hsia
,
Vikram Saraph
,
Xiaodong Wang
,
Brandon Reagen
,
Gu-Yeon Wei
,
Hsien-Hsin S. Lee
,
David Brooks
,
Carole-Jean Wu
DeepRecSys: A System for Optimizing End-To-End At-Scale Neural Recommendation Inference.
ISCA
(2020)
Udit Gupta
,
Samuel Hsia
,
Vikram Saraph
,
Xiaodong Wang
,
Brandon Reagen
,
Gu-Yeon Wei
,
Hsien-Hsin S. Lee
,
David Brooks
,
Carole-Jean Wu
DeepRecSys: A System for Optimizing End-To-End At-scale Neural Recommendation Inference.
CoRR
(2020)
Samuel Hsia
,
Udit Gupta
,
Mark Wilkening
,
Carole-Jean Wu
,
Gu-Yeon Wei
,
David Brooks
Cross-Stack Workload Characterization of Deep Recommendation Systems.
IISWC
(2020)
Samuel Hsia
,
Udit Gupta
,
Mark Wilkening
,
Carole-Jean Wu
,
Gu-Yeon Wei
,
David Brooks
Cross-Stack Workload Characterization of Deep Recommendation Systems.
CoRR
(2020)