Ananda Samajdar
Title
Cited by
Cited by
Year
MAERI: Enabling Flexible Dataflow Mapping over DNN Accelerators via Programmable Interconnects
H Kwon, A Samajdar, T Krishna
Sysml, 2018
233*2018
SCALE-Sim: Systolic CNN Accelerator Simulator
A Samajdar, Y Zhu, P Whatmough, M Mattina, T Krishna
arXiv preprint arXiv:1811.02883, 2018
1462018
SIGMA: A Sparse and Irregular GEMM Accelerator with Flexible Interconnects for DNN Training
E Qin, A Samajdar, H Kwon, V Nadella, S Srinivasan, D Das, B Kaul, ...
International Symposium on High Performance Computer Architecture, 2020
1012020
Euphrates: Algorithm-SoC Co-Design for Low-Power Mobile Continuous Vision
Y Zhu, A Samajdar, M Mattina, P Whatmough
International Symposium on Computer Architecture, 2018
582018
Rethinking nocs for spatial neural network accelerators
H Kwon, A Samajdar, T Krishna
2017 Eleventh IEEE/ACM International Symposium on Networks-on-Chip (NOCS), 1-8, 2017
532017
A Systematic Methodology for Characterizing Scalability of DNN Accelerators using SCALE-Sim
A Samajdar, JM Joseph, Y Zhu, P Whatmough, M Mattina, T Krishna
2020 IEEE International Symposium on Performance Analysis of Systems and …, 2020
232020
GeneSys: Enabling Continuous Learning through Neural Network Evolution in Hardware
A Samajdar, P Mannan, K Garg, T Krishna
The 51st Annual IEEE/ACM International Symposium on Microarchitecture (MICRO), 2018
142018
Scaling the Cascades: Interconnect-aware FPGA implementation of Machine Learning problems
A Samajdar, T Garg, T Krishna, N Kapre
29th International Conference on Field Programmable Logic and Applications (FPL), 2019
102019
A communication-centric approach for designing flexible DNN accelerators
H Kwon, A Samajdar, T Krishna
IEEE Micro 38 (6), 25-35, 2018
102018
Data Orchestration in Deep Learning Accelerators
T Krishna, H Kwon, A Parashar, M Pellauer, A Samajdar
Synthesis Lectures on Computer Architecture 15 (3), 1-164, 2020
32020
Architecture, Dataflow and Physical Design Implications of 3D-ICs for DNN-Accelerators
JM Joseph, A Samajdar, L Zhu, R Leupers, SK Lim, T Pionteck, T Krishna
2021 22nd International Symposium on Quality Electronic Design (ISQED), 60-66, 2021
12021
Clan: Continuous learning using asynchronous neuroevolution on commodity edge devices
P Mannan, A Samajdar, T Krishna
2020 IEEE International Symposium on Performance Analysis of Systems and …, 2020
12020
AIRCHITECT: Learning Custom Architecture Design and Mapping Space
A Samajdar, JM Joseph, M Denton, T Krishna
arXiv preprint arXiv:2108.08295, 2021
2021
Architecture, Dataflow and Physical Design Implications of 3D-ICs for DNN-Accelerators
J Moritz Joseph, A Samajdar, L Zhu, R Leupers, S Kyu Lim, T Pionteck, ...
International Symposium on Quality Electronic Design, 2021
2021
Self-Adaptive Reconfigurable Arrays (SARA): Using ML to Assist Scaling GEMM Acceleration
A Samajdar, M Pellauer, T Krishna
arXiv preprint arXiv:2101.04799, 2021
2021
RASA: Efficient Register-Aware Systolic Array Matrix Engine for CPU
TK Geonhwa Jeong, Eric Qin, Ananda Samajdar, Christopher J. Hughes ...
58th Annual Design Automation Conference (DAC), 2021
2021
CLAN: Exploring Continuous Learning on Commodity Edge Devices using Asynchronous Distributed Neuroevolution
P Mannan, A Samajdar, T Krishna
2020 IEEE International Symposium on Performance Analysis of Systems and …, 2020
2020
Enabling Continuous Learning through Neural Network Evolution in Hardware
A Samajdar, K Garg, T Krishna
2018
Scaling the Cascades
A Samajdar, T Garg, T Krishna, N Kapre
Algorithm-SoC Co-Design for Energy-Efficient Mobile Continuous Vision
Y Zhu, A Samajdar, M Mattina, P Whatmough
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