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Soroush Ghodrati
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Planaria: Dynamic architecture fission for spatial multi-tenant acceleration of deep neural networks
S Ghodrati, BH Ahn, JK Kim, S Kinzer, BR Yatham, N Alla, H Sharma, ...
2020 53rd Annual IEEE/ACM International Symposium on Microarchitecture …, 2020
1012020
Flexigan: An end-to-end solution for fpga acceleration of generative adversarial networks
A Yazdanbakhsh, M Brzozowski, B Khaleghi, S Ghodrati, K Samadi, ...
2018 IEEE 26th Annual International Symposium on Field-Programmable Custom …, 2018
802018
Mixed-signal charge-domain acceleration of deep neural networks through interleaved bit-partitioned arithmetic
S Ghodrati, H Sharma, S Kinzer, A Yazdanbakhsh, J Park, NS Kim, ...
Proceedings of the ACM International Conference on Parallel Architectures …, 2020
302020
Accelerating attention through gradient-based learned runtime pruning
Z Li, S Ghodrati, A Yazdanbakhsh, H Esmaeilzadeh, M Kang
Proceedings of the 49th Annual International Symposium on Computer …, 2022
242022
Bit-parallel vector composability for neural acceleration
S Ghodrati, H Sharma, C Young, NS Kim, H Esmaeilzadeh
2020 57th ACM/IEEE Design Automation Conference (DAC), 1-6, 2020
242020
VeriGOOD-ML: An open-source flow for automated ML hardware synthesis
H Esmaeilzadeh, S Ghodrati, J Gu, S Guo, AB Kahng, JK Kim, S Kinzer, ...
2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD), 1-7, 2021
182021
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
92021
Physically accurate learning-based performance prediction of hardware-accelerated ml algorithms
H Esmaeilzadeh, S Ghodrati, AB Kahng, JK Kim, S Kinzer, S Kundu, ...
Proceedings of the 2022 ACM/IEEE Workshop on Machine Learning for CAD, 119-126, 2022
32022
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
32022
Tandem processor: Grappling with emerging operators in neural networks
S Ghodrati, S Kinzer, H Xu, R Mahapatra, Y Kim, BH Ahn, DK Wang, ...
Proceedings of the 29th ACM International Conference on Architectural …, 2024
12024
In-storage domain-specific acceleration for serverless computing
R Mahapatra, S Ghodrati, BH Ahn, S Kinzer, ST Wang, H Xu, ...
Proceedings of the 29th ACM International Conference on Architectural …, 2024
12024
Data motion acceleration: Chaining cross-domain multi accelerators
ST Wang, H Xu, A Mamandipoor, R Mahapatra, BH Ahn, S Ghodrati, ...
2024 IEEE International Symposium on High-Performance Computer Architecture …, 2024
12024
Performance Analysis of DNN Inference/Training with Convolution and non-Convolution Operations
H Esmaeilzadeh, S Ghodrati, AB Kahng, S Kinzer, SD Manasi, ...
arXiv preprint arXiv:2306.16767, 2023
12023
Domain-specific computational storage for serverless computing
R Mahapatra, S Ghodrati, BH Ahn, S Kinzer, S Wang, H Xu, L Karthikeyan, ...
arXiv preprint arXiv:2303.03483, 2023
12023
Mixed-signal acceleration of deep neural networks
S Ghodrati, H Esmaeilzadeh
US Patent App. 17/596,734, 2022
12022
Thesios: Synthesizing Accurate Counterfactual I/O Traces from I/O Samples
PM Phothilimthana, S Kadekodi, S Ghodrati, S Moon, M Maas
Proceedings of the 29th ACM International Conference on Architectural …, 2024
2024
Restoring the Broken Covenant Between Compilers and Deep Learning Accelerators
S Kinzer, S Ghodrati, R Mahapatra, BH Ahn, E Mascarenhas, X Li, J Matai, ...
arXiv preprint arXiv:2310.17912, 2023
2023
An Open-Source ML-Based Full-Stack Optimization Framework for Machine Learning Accelerators
H Esmaeilzadeh, S Ghodrati, AB Kahng, JK Kim, S Kinzer, S Kundu, ...
arXiv preprint arXiv:2308.12120, 2023
2023
Bit-parallel vector composability for neural acceleration
S Ghodrati, H Esmaeilzadeh
US Patent App. 18/004,802, 2023
2023
MESA: Microarchitecture Extensions for Spatial Architecture Generation
DK Wang, J Lou, N Jin, E Mascarenhas, R Mahapatra, S Kinzer, ...
Proceedings of the 50th Annual International Symposium on Computer …, 2023
2023
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