Nebula: a neuromorphic spin-based ultra-low power architecture for snns and anns S Singh, A Sarma, N Jao, A Pattnaik, S Lu, K Yang, A Sengupta, ... 2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture …, 2020 | 52 | 2020 |
Predicting protein–ligand docking structure with graph neural network H Jiang, J Wang, W Cong, Y Huang, M Ramezani, A Sarma, ... Journal of chemical information and modeling 62 (12), 2923-2932, 2022 | 51 | 2022 |
Guiding conventional protein–ligand docking software with convolutional neural networks H Jiang, M Fan, J Wang, A Sarma, S Mohanty, NV Dokholyan, M Mahdavi, ... Journal of chemical information and modeling 60 (10), 4594-4602, 2020 | 23 | 2020 |
Gesture-snn: Co-optimizing accuracy, latency and energy of snns for neuromorphic vision sensors S Singh, A Sarma, S Lu, A Sengupta, V Narayanan, CR Das 2021 IEEE/ACM International Symposium on Low Power Electronics and Design …, 2021 | 14 | 2021 |
Skipper: Enabling efficient snn training through activation-checkpointing and time-skipping S Singh, A Sarma, S Lu, A Sengupta, MT Kandemir, E Neftci, ... 2022 55th IEEE/ACM International Symposium on Microarchitecture (MICRO), 565-581, 2022 | 13 | 2022 |
CASH: compiler assisted hardware design for improving DRAM energy efficiency in CNN inference A Sarma, H Jiang, A Pattnaik, J Kotra, MT Kandemir, CR Das Proceedings of the International Symposium on Memory Systems, 396-407, 2019 | 7 | 2019 |
A learning-guided hierarchical approach for biomedical image segmentation H Jiang, A Sarma, J Ryoo, JB Kotra, M Arunachalam, CR Das, ... 2018 31st IEEE International System-on-Chip Conference (SOCC), 227-232, 2018 | 6 | 2018 |
Exploiting activation based gradient output sparsity to accelerate backpropagation in cnns A Sarma, S Singh, H Jiang, A Pattnaik, AK Mishra, V Narayanan, ... arXiv preprint arXiv:2109.07710, 2021 | 4 | 2021 |
An ASIP for image enhancement applications in spatial domain using LISA A Sarma, S Sutar, VK Sharma, KK Mahapatra 2011 International Conference on Recent Trends in Information Systems, 175-179, 2011 | 4 | 2011 |
Structured in space, randomized in time: leveraging dropout in RNNs for efficient training A Sarma, S Singh, H Jiang, R Zhang, M Kandemir, C Das Advances in Neural Information Processing Systems 34, 24545-24555, 2021 | 2 | 2021 |
Morphable convolutional neural network for biomedical image segmentation H Jiang, A Sarma, M Fan, J Ryoo, M Arunachalam, S Naveen, ... 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2021 | 2 | 2021 |
Optimizing Deep Learning for Memory and Compute: A joint Algorithm-Architecture Exploration A Sarma | 1 | 2022 |
Recent Trends in Information Systems (ReTIS) A Mandai, AK Datta, A Roy, A Ruia, A Basu, A veek Chakrabarti, ... Malay 77, 105, 2015 | 1 | 2015 |
Design and Implementation of Application Specific Instruction Set Processor using LISATek Design Methodology S Sutar, A Sarma | | 2011 |