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 | 22 | 2021 |
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 | 20 | 2021 |
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 | 18 | 2017 |
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 | 17 | 2020 |
GNNIE: GNN inference engine with load-balancing and graph-specific caching S Mondal, SD Manasi, K Kunal, SS Sapatnekar Proceedings of the 59th ACM/IEEE Design Automation Conference, 565-570, 2022 | 14 | 2022 |
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 | 8 | 2021 |
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 | 7 | 2019 |
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 | 5 | 2022 |
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 | 5 | 2016 |
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 | 3 | 2023 |
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 …, 2022 | 2 | 2022 |
An Open-Source ML-Based Full-Stack Optimization Framework for Machine Learning Accelerators H Esmaeilzadeh, S Ghodrati, A Kahng, JK Kim, S Kinzer, S Kundu, ... ACM Transactions on Design Automation of Electronic Systems 29 (4), 1-33, 2024 | 1 | 2024 |
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 | 1 | 2023 |
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 | 1 | 2020 |
An Open-Source ML-Based Full-Stack Optimization Framework for Machine Learning Accelerators R MAHAPATRA, SDEY MANASI, S SAPATNEKAR, Z WANG, Z ZENG | | 2024 |
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 |