MAFIA: Machine Learning Acceleration on FPGAs for IoT Applications
Nikhil Pratap Ghanathe, Vivek Seshadri, Rahul Sharma, Steve Wilton, Aayan Kumar
FPL | September 2021
Publications
Publications by Year
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Shiftry: RNN Inference in 2KB of RAM
Aayan Kumar, Vivek Seshadri, Rahul Sharma
OOPSLA | November 2020
-
Compiling KB-Sized Machine Learning Models to Tiny IoT Devices
Sridhar Gopinath, Nikhil Ghanathe, Vivek Seshadri, Rahul Sharma
PLDI | June 2019
Publications by Research Area
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MAFIA: Machine Learning Acceleration on FPGAs for IoT Applications
Nikhil Pratap Ghanathe, Vivek Seshadri, Rahul Sharma, Steve Wilton, Aayan Kumar
FPL | September 2021
Shiftry: RNN Inference in 2KB of RAM
Aayan Kumar, Vivek Seshadri, Rahul Sharma
OOPSLA | November 2020
Compiling KB-Sized Machine Learning Models to Tiny IoT Devices
Sridhar Gopinath, Nikhil Ghanathe, Vivek Seshadri, Rahul Sharma
PLDI | June 2019
-
MAFIA: Machine Learning Acceleration on FPGAs for IoT Applications
Nikhil Pratap Ghanathe, Vivek Seshadri, Rahul Sharma, Steve Wilton, Aayan Kumar
FPL | September 2021
Compiling KB-Sized Machine Learning Models to Tiny IoT Devices
Sridhar Gopinath, Nikhil Ghanathe, Vivek Seshadri, Rahul Sharma
PLDI | June 2019
-
MAFIA: Machine Learning Acceleration on FPGAs for IoT Applications
Nikhil Pratap Ghanathe, Vivek Seshadri, Rahul Sharma, Steve Wilton, Aayan Kumar
FPL | September 2021
Shiftry: RNN Inference in 2KB of RAM
Aayan Kumar, Vivek Seshadri, Rahul Sharma
OOPSLA | November 2020
Compiling KB-Sized Machine Learning Models to Tiny IoT Devices
Sridhar Gopinath, Nikhil Ghanathe, Vivek Seshadri, Rahul Sharma
PLDI | June 2019
-
MAFIA: Machine Learning Acceleration on FPGAs for IoT Applications
Nikhil Pratap Ghanathe, Vivek Seshadri, Rahul Sharma, Steve Wilton, Aayan Kumar
FPL | September 2021
Publications by Type
-
MAFIA: Machine Learning Acceleration on FPGAs for IoT Applications
Nikhil Pratap Ghanathe, Vivek Seshadri, Rahul Sharma, Steve Wilton, Aayan Kumar
FPL | September 2021
Shiftry: RNN Inference in 2KB of RAM
Aayan Kumar, Vivek Seshadri, Rahul Sharma
OOPSLA | November 2020
Compiling KB-Sized Machine Learning Models to Tiny IoT Devices
Sridhar Gopinath, Nikhil Ghanathe, Vivek Seshadri, Rahul Sharma
PLDI | June 2019