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Susmita Dey Manasi
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2020 – today
- 2023
- [j3]Sudipta Mondal
, Susmita Dey Manasi
, Kishor Kunal
, Ramprasath S
, Ziqing Zeng
, Sachin S. Sapatnekar
:
A Unified Engine for Accelerating GNN Weighting/Aggregation Operations, With Efficient Load Balancing and Graph-Specific Caching. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42(12): 4844-4857 (2023) - [c9]Susmita Dey Manasi, Suvadeep Banerjee, Abhijit Davare, Anton A. Sorokin, Steven M. Burns, Desmond A. Kirkpatrick, Sachin S. Sapatnekar:
Reusing GEMM Hardware for Efficient Execution of Depthwise Separable Convolution on ASIC-Based DNN Accelerators. ASP-DAC 2023: 475-482 - [i5]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 abs/2306.16767 (2023) - [i4]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 abs/2308.12120 (2023) - 2022
- [c8]Sudipta Mondal, Susmita Dey Manasi, Kishor Kunal
, Ramprasath S
, Sachin S. Sapatnekar:
GNNIE: GNN inference engine with load-balancing and graph-specific caching. DAC 2022: 565-570 - [c7]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: 119-126 - 2021
- [j2]Farhana Sharmin Snigdha
, Susmita Dey Manasi
, Jiang Hu, Sachin S. Sapatnekar
:
SeFAct2: Selective Feature Activation for Energy-Efficient CNNs Using Optimized Thresholds. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 40(7): 1423-1436 (2021) - [c6]Tonmoy Dhar, Jitesh Poojary
, Yaguang Li, Kishor Kunal
, Meghna Madhusudan, Arvind K. Sharma, Susmita Dey Manasi, Jiang Hu, Ramesh Harjani, Sachin S. Sapatnekar:
Fast and Efficient Constraint Evaluation of Analog Layout Using Machine Learning Models. ASP-DAC 2021: 158-163 - [c5]Susmita Dey Manasi, Sachin S. Sapatnekar:
DeepOpt: Optimized Scheduling of CNN Workloads for ASIC-based Systolic Deep Learning Accelerators. ASP-DAC 2021: 235-241 - [c4]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: 1-7 - [i3]Sudipta Mondal, Susmita Dey Manasi, Kishor Kunal, Sachin S. Sapatnekar:
GNNIE: GNN Inference Engine with Load-balancing and Graph-Specific Caching. CoRR abs/2105.10554 (2021) - 2020
- [j1]Susmita Dey Manasi
, Farhana Sharmin Snigdha
, Sachin S. Sapatnekar
:
NeuPart: Using Analytical Models to Drive Energy-Efficient Partitioning of CNN Computations on Cloud-Connected Mobile Clients. IEEE Trans. Very Large Scale Integr. Syst. 28(8): 1844-1857 (2020)
2010 – 2019
- 2019
- [c3]Farhana Sharmin Snigdha, Ibrahim Ahmed, Susmita Dey Manasi, Meghna G. Mankalale, Jiang Hu, Sachin S. Sapatnekar:
SeFAct: selective feature activation and early classification for CNNs. ASP-DAC 2019: 487-492 - [i2]Susmita Dey Manasi, Farhana Sharmin Snigdha, Sachin S. Sapatnekar:
NeuPart: Using Analytical Models to Drive Energy-Efficient Partitioning of CNN Computations on Cloud-Connected Mobile Clients. CoRR abs/1905.05011 (2019) - 2016
- [c2]Susmita Dey Manasi, Amit Ranjan Trivedi:
Gate/source-overlapped heterojunction Tunnel FET-based LAMSTAR neural network and its Application to EEG Signal Classification. IJCNN 2016: 955-962 - [c1]Amit Ranjan Trivedi, Susmita Dey Manasi:
A Comparative Study of Si/Ge and GaSb/InAs Tunnel FET-Based Cellular Neural Network. ISVLSI 2016: 685-690 - [i1]Susmita Dey Manasi, Md Mamun Al Rashid, Jayasimha Atulasimha, Supriyo Bandyopadhyay, Amit Ranjan Trivedi:
Straintronic magneto-tunneling-junction based ternary content addressable memory. CoRR abs/1610.03902 (2016)
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