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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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