Susmita Dey Manasi

Publication Activity (10 Years)

Years Active: 2016-2023
Publications (10 Years): 17

Top Topics

Analytical Models

Content Addressable Memory

Machine Learning Models

Top Venues

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.

Publications

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) (2023)
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 (2023)
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)
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 (2023)
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)
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)
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)
Sudipta Mondal, Susmita Dey Manasi, Kishor Kunal, Sachin S. Sapatnekar
GNNIE: GNN Inference Engine with Load-balancing and Graph-Specific Caching. CoRR (2021)
Susmita Dey Manasi, Sachin S. Sapatnekar
DeepOpt: Optimized Scheduling of CNN Workloads for ASIC-based Systolic Deep Learning Accelerators. ASP-DAC (2021)
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) (2021)
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)
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) (2020)
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)
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 (2019)
Susmita Dey Manasi, M. M. Al Rashid, J. Atulasimha, S. K. Bandyopadhyay, Amit Ranjan Trivedi
Straintronic magneto-tunneling-junction based ternary content addressable memory. CoRR (2016)
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)
Amit Ranjan Trivedi, Susmita Dey Manasi
A Comparative Study of Si/Ge and GaSb/InAs Tunnel FET-Based Cellular Neural Network. ISVLSI (2016)