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Susmita Dey Manasi
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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
Skewed straintronic magnetotunneling-junction-based ternary content-addressable memory—Part I
SD Manasi, MM Al-Rashid, J Atulasimha, S Bandyopadhyay, AR Trivedi
IEEE transactions on Electron Devices 64 (7), 2835-2841, 2017
182017
DeepOpt: Optimized scheduling of CNN workloads for ASIC-based systolic deep learning accelerators
SD Manasi, SS Sapatnekar
Proceedings of the 26th Asia and South Pacific Design Automation Conference …, 2021
162021
NeuPart: Using analytical models to drive energy-efficient partitioning of CNN computations on cloud-connected mobile clients
SD Manasi, FS Snigdha, SS Sapatnekar
IEEE Transactions on Very Large Scale Integration (VLSI) Systems 28 (8 …, 2020
152020
GNNIE: GNN inference engine with load-balancing and graph-specific caching
S Mondal, SD Manasi, K Kunal, R S, SS Sapatnekar
Proceedings of the 59th ACM/IEEE Design Automation Conference, 565-570, 2022
132022
Fast and efficient constraint evaluation of analog layout using machine learning models
T Dhar, J Poojary, Y Li, K Kunal, M Madhusudan, AK Sharma, SD Manasi, ...
Proceedings of the 26th Asia and South Pacific design automation conference …, 2021
72021
SeFAct: Selective feature activation and early classification for CNNs
FS Snigdha, I Ahmed, SD Manasi, MG Mankalale, J Hu, SS Sapatnekar
Proceedings of the 24th Asia and South Pacific Design Automation Conference …, 2019
72019
Gate/source-overlapped heterojunction Tunnel FET-based LAMSTAR neural network and its Application to EEG Signal Classification
SD Manasi, AR Trivedi
2016 International Joint Conference on Neural Networks (IJCNN), 955-962, 2016
52016
Reusing GEMM hardware for efficient execution of depthwise separable convolution on ASIC-based DNN accelerators
SD Manasi, S Banerjee, A Davare, AA Sorokin, SM Burns, DA Kirkpatrick, ...
Proceedings of the 28th Asia and South Pacific Design Automation Conference …, 2023
32023
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
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
A Unified Engine for Accelerating GNN Weighting/Aggregation Operations, with Efficient Load Balancing and Graph-Specific Caching
S Mondal, SD Manasi, K Kunal, S Ramprasath, Z Zeng, SS Sapatnekar
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2022
12022
SeFAct2: Selective feature activation for energy-efficient CNNs using optimized thresholds
FS Snigdha, SD Manasi, J Hu, SS Sapatnekar
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2020
12020
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
Efficient Computation of Deep Neural Workloads on Domain-Specific Custom Accelerator Platforms
SD Manasi
University of Minnesota, 2022
2022
Straintronic magneto-tunneling-junction based ternary content addressable memory
SD Manasi, MM Al Rashid, J Atulasimha, S Bandyopadhyay, AR Trivedi
arXiv preprint arXiv:1610.03902, 2016
2016
A Comparative Study of Si/Ge and GaSb/InAs Tunnel FET-Based Cellular Neural Network
AR Trivedi, SD Manasi
2016 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 685-690, 2016
2016
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Articles 1–17