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Divya Mahajan
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From high-level deep neural models to FPGAs
H Sharma, J Park, D Mahajan, E Amaro, JK Kim, C Shao, A Mishra, ...
2016 49th Annual IEEE/ACM International Symposium on Microarchitecture …, 2016
6002016
AxBench: A Multiplatform Benchmark Suite for Approximate Computing
A Yazdanbakhsh, D Mahajan, H Esmaeilzadeh, P Lotfi-Kamran
IEEE Design & Test 34 (2), 60-68, 2017
2552017
Tabla: A unified template-based framework for accelerating statistical machine learning
D Mahajan, J Park, E Amaro, H Sharma, A Yazdanbakhsh, JK Kim, ...
2016 IEEE International Symposium on High Performance Computer Architecture …, 2016
1972016
Axilog: Language support for approximate hardware design
A Yazdanbakhsh, D Mahajan, B Thwaites, J Park, A Nagendrakumar, ...
2015 Design, Automation & Test in Europe Conference & Exhibition (DATE), 812-817, 2015
932015
Towards Statistical Guarantees in Controlling Quality Tradeoffs for Approximate Acceleration
D Mahajan, A Yazdanbakhsh, J Park, B Thwaites, H Esmaeilzadeh
2016 ACM/IEEE 43rd Annual International Symposium on Computer Architecture …, 2016
632016
Scale-out acceleration for machine learning
J Park, H Sharma, D Mahajan, JK Kim, P Olds, H Esmaeilzadeh
Proceedings of the 50th Annual IEEE/ACM International Symposium on …, 2017
612017
In-RDBMS Hardware Acceleration of Advanced Analytics
D Mahajan, JK Kim, J Sacks, A Ardalan, A Kumar, H Esmaeilzadeh
PVLDB 11 (11), 1317-1331, 2018
552018
Efficient algorithms for device placement of DNN graph operators
JM Tarnawski, A Phanishayee, N Devanur, D Mahajan, ...
Advances in Neural Information Processing Systems 33, 2020
542020
Accelerating Recommendation System Training by Leveraging Popular Choices
M Adnan, YE Maboud, D Mahajan, PJ Nair
PVLDB 15 (1), 127-140, 2022
36*2022
AxGames: Towards crowdsourcing quality target determination in approximate computing
J Park, E Amaro, D Mahajan, B Thwaites, H Esmaeilzadeh
ACM SIGPLAN Notices 51 (4), 623-636, 2016
362016
Robox: an end-to-end solution to accelerate autonomous control in robotics
J Sacks, D Mahajan, RC Lawson, B Khaleghi, H Esmaeilzadeh
2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture …, 2018
312018
Memristor based adders
D Mahajan, M Musaddiq, EE Swartzlander
2014 48th Asilomar Conference on Signals, Systems and Computers, 1256-1260, 2014
222014
Axilog: Abstractions for approximate hardware design and reuse
D Mahajan, K Ramkrishnan, R Jariwala, A Yazdanbakhsh, J Park, ...
IEEE Micro, 2015
192015
Prediction-based quality control for approximate accelerators
D Mahajan, A Yazdanbakhsh, J Park, B Thwaites, H Esmaeilzadeh
Workshop on Approximate Computing Across the System Stack, 2015
172015
AxBench: A Benchmark Suite for Approximate Computing Across the System Stack
A Yazdanbakhsh, D Mahajan, P Lotfi-Kamran, H Esmaeilzadeh
Georgia Institute of Technology, 2016
152016
Heterogeneous Acceleration Pipeline for Recommendation System Training
M Adnan, YE Maboud, D Mahajan, PJ Nair
arXiv preprint arXiv:2204.05436, 2022
102022
A Computational Stack for Cross-Domain Acceleration
S Kinzer, JK Kim, S Ghodrati, B Yatham, A Althoff, D Mahajan, S Lerner, ...
2021 IEEE International Symposium on High-Performance Computer Architecture …, 2021
72021
Methods and systems for integrating machine learning/analytics accelerators and relational database systems
VH Esmaeilzadeh, D Mahajan, JK Kim
US Patent 11,521,112, 2022
32022
Ad-Rec: Advanced Feature Interactions to Address Covariate-Shifts in Recommendation Networks
M Adnan, YE Maboud, D Mahajan, PJ Nair
Machine Learning for Systems Workshop at 37th NeurIPS Conference, 2023, 2023
22023
Yin-Yang: Programming Abstractions for Cross-Domain Multi-Acceleration
JK Kim, BH Ahn, S Kinzer, S Ghodrati, R Mahapatra, B Yatham, ST Wang, ...
IEEE Micro 42 (5), 89-98, 2022
12022
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