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Sean Kinzer
ORCID
Publication Activity (10 Years)
Years Active: 2018-2024
Publications (10 Years): 16
Top Topics
Deep Learning
Neural Network
Convolution Kernel
Reinforcement Learning
Top Venues
CoRR
ASPLOS (2)
MICRO
PACT
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Publications
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Rohan Mahapatra
,
Soroush Ghodrati
,
Byung Hoon Ahn
,
Sean Kinzer
,
Shu-Ting Wang
,
Hanyang Xu
,
Lavanya Karthikeyan
,
Hardik Sharma
,
Amir Yazdanbakhsh
,
Mohammad Alian
,
Hadi Esmaeilzadeh
In-Storage Domain-Specific Acceleration for Serverless Computing.
ASPLOS (2)
(2024)
Soroush Ghodrati
,
Sean Kinzer
,
Hanyang Xu
,
Rohan Mahapatra
,
Yoonsung Kim
,
Byung Hoon Ahn
,
Dong Kai Wang
,
Lavanya Karthikeyan
,
Amir Yazdanbakhsh
,
Jongse Park
,
Nam Sung Kim
,
Hadi Esmaeilzadeh
Tandem Processor: Grappling with Emerging Operators in Neural Networks.
ASPLOS (2)
(2024)
Dong Kai Wang
,
Jiaqi Lou
,
Naiyin Jin
,
Edwin Mascarenhas
,
Rohan Mahapatra
,
Sean Kinzer
,
Soroush Ghodrati
,
Amir Yazdanbakhsh
,
Hadi Esmaeilzadeh
,
Nam Sung Kim
MESA: Microarchitecture Extensions for Spatial Architecture Generation.
ISCA
(2023)
Hadi Esmaeilzadeh
,
Soroush Ghodrati
,
Andrew B. Kahng
,
Sean Kinzer
,
Susmita Dey Manasi
,
Sachin S. Sapatnekar
,
Zhiang Wang
Performance Analysis of DNN Inference/Training with Convolution and non-Convolution Operations.
CoRR
(2023)
Rohan Mahapatra
,
Soroush Ghodrati
,
Byung Hoon Ahn
,
Sean Kinzer
,
Shu-Ting Wang
,
Hanyang Xu
,
Lavanya Karthikeyan
,
Hardik Sharma
,
Amir Yazdanbakhsh
,
Mohammad Alian
,
Hadi Esmaeilzadeh
Domain-Specific Computational Storage for Serverless Computing.
CoRR
(2023)
Sean Kinzer
,
Soroush Ghodrati
,
Rohan Mahapatra
,
Byung Hoon Ahn
,
Edwin Mascarenhas
,
Xiaolong Li
,
Janarbek Matai
,
Liang Zhang
,
Hadi Esmaeilzadeh
Restoring the Broken Covenant Between Compilers and Deep Learning Accelerators.
CoRR
(2023)
Hadi Esmaeilzadeh
,
Soroush Ghodrati
,
Andrew B. Kahng
,
Joon Kyung Kim
,
Sean Kinzer
,
Sayak Kundu
,
Rohan Mahapatra
,
Susmita Dey Manasi
,
Sachin S. Sapatnekar
,
Zhiang Wang
,
Ziqing Zeng
An Open-Source ML-Based Full-Stack Optimization Framework for Machine Learning Accelerators.
CoRR
(2023)
Byung Hoon Ahn
,
Sean Kinzer
,
Hadi Esmaeilzadeh
Glimpse: mathematical embedding of hardware specification for neural compilation.
DAC
(2022)
Hadi Esmaeilzadeh
,
Soroush Ghodrati
,
Andrew B. Kahng
,
Joon Kyung Kim
,
Sean Kinzer
,
Sayak Kundu
,
Rohan Mahapatra
,
Susmita Dey Manasi
,
Sachin S. Sapatnekar
,
Zhiang Wang
,
Ziqing Zeng
Physically Accurate Learning-based Performance Prediction of Hardware-accelerated ML Algorithms.
MLCAD
(2022)
Joon Kyung Kim
,
Byung Hoon Ahn
,
Sean Kinzer
,
Soroush Ghodrati
,
Rohan Mahapatra
,
Brahmendra Reddy Yatham
,
Shu-Ting Wang
,
Dohee Kim
,
Parisa Sarikhani
,
Babak Mahmoudi
,
Divya Mahajan
,
Jongse Park
,
Hadi Esmaeilzadeh
Yin-Yang: Programming Abstractions for Cross-Domain Multi-Acceleration.
IEEE Micro
42 (5) (2022)
Hadi Esmaeilzadeh
,
Soroush Ghodrati
,
Jie Gu
,
Shiyu Guo
,
Andrew B. Kahng
,
Joon Kyung Kim
,
Sean Kinzer
,
Rohan Mahapatra
,
Susmita Dey Manasi
,
Edwin Mascarenhas
,
Sachin S. Sapatnekar
,
Ravi Varadarajan
,
Zhiang Wang
,
Hanyang Xu
,
Brahmendra Reddy Yatham
,
Ziqing Zeng
VeriGOOD-ML: An Open-Source Flow for Automated ML Hardware Synthesis.
ICCAD
(2021)
Sean Kinzer
,
Joon Kyung Kim
,
Soroush Ghodrati
,
Brahmendra Reddy Yatham
,
Alric Althoff
,
Divya Mahajan
,
Sorin Lerner
,
Hadi Esmaeilzadeh
A Computational Stack for Cross-Domain Acceleration.
HPCA
(2021)
Soroush Ghodrati
,
Hardik Sharma
,
Sean Kinzer
,
Amir Yazdanbakhsh
,
Jongse Park
,
Nam Sung Kim
,
Doug Burger
,
Hadi Esmaeilzadeh
Mixed-Signal Charge-Domain Acceleration of Deep Neural Networks through Interleaved Bit-Partitioned Arithmetic.
PACT
(2020)
Soroush Ghodrati
,
Byung Hoon Ahn
,
Joon Kyung Kim
,
Sean Kinzer
,
Brahmendra Reddy Yatham
,
Navateja Alla
,
Hardik Sharma
,
Mohammad Alian
,
Eiman Ebrahimi
,
Nam Sung Kim
,
Cliff Young
,
Hadi Esmaeilzadeh
Planaria: Dynamic Architecture Fission for Spatial Multi-Tenant Acceleration of Deep Neural Networks.
MICRO
(2020)
Soroush Ghodrati
,
Hardik Sharma
,
Sean Kinzer
,
Amir Yazdanbakhsh
,
Kambiz Samadi
,
Nam Sung Kim
,
Doug Burger
,
Hadi Esmaeilzadeh
Mixed-Signal Charge-Domain Acceleration of Deep Neural networks through Interleaved Bit-Partitioned Arithmetic.
CoRR
(2019)
Ahmed T. Elthakeb
,
Prannoy Pilligundla
,
Amir Yazdanbakhsh
,
Sean Kinzer
,
Hadi Esmaeilzadeh
ReLeQ: A Reinforcement Learning Approach for Deep Quantization of Neural Networks.
CoRR
(2018)