| Spike-thrift: Towards energy-efficient deep spiking neural networks by limiting spiking activity via attention-guided compression S Kundu, G Datta, M Pedram, PA Beerel Proceedings of the IEEE/CVF winter conference on applications of computer …, 2021 | 112 | 2021 |
| Can deep neural networks be converted to ultra low-latency spiking neural networks? G Datta, PA Beerel 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 718-723, 2022 | 40 | 2022 |
| Training Energy-Efficient Deep Spiking Neural Networks with Single-Spike Hybrid Input Encoding G Datta, S Kundu, PA Beerel IJCNN 2021, 2021 | 37 | 2021 |
| P2M: A Processing-in-Pixel-in-Memory Paradigm for Resource-Constrained TinyML Applications G Datta, S Kundu, Z Yin, RT Lakkireddy, PA Beerel, A Jacob, AR Jaiswal Scientific Reports, 2022 | 33 | 2022 |
| ACE-SNN: Algorithm-hardware co-design of energy-efficient & low-latency deep spiking neural networks for 3d image recognition G Datta, S Kundu, AR Jaiswal, PA Beerel Frontiers in neuroscience 16, 815258, 2022 | 29* | 2022 |
| Towards low-latency energy-efficient deep snns via attention-guided compression S Kundu, G Datta, M Pedram, PA Beerel 2nd Sparse Neural Networks Workshop (co-located with ICML 2022), 2021 | 20 | 2021 |
| Bridging the Gap Between Spiking Neural Networks & LSTMs for Latency & Energy Efficiency G Datta, H Deng, R Aviles, Z Liu, PA Beerel 2023 IEEE/ACM International Symposium on Low Power Electronics and Design …, 2023 | 16* | 2023 |
| ViTA: A Vision Transformer Inference Accelerator for Edge Applications S Nag, G Datta, S Kundu, N Chandrachoodan, PA Beerel arXiv preprint arXiv:2302.09108 (ISCAS 2023), 2023 | 16 | 2023 |
| P2M-DeTrack: Processing-in-Pixel-in-Memory for Energy-efficient and Real-Time Multi-Object Detection and Tracking G Datta, S Kundu, Z Yin, J Mathai, Z Liu, Z Wang, M Tian, S Lu, ... VLSI-SoC 2022, 2022 | 13 | 2022 |
| In-Sensor & Neuromorphic Computing are all you need for Energy Efficient Computer Vision G Datta, Z Liu, MAA Kaiser, S Kundu, J Mathai, Z Yin, AP Jacob, ... arXiv preprint arXiv:2212.10881 (ICASSP 2023), 2022 | 11 | 2022 |
| Hoyer regularizer is all you need for ultra low-latency spiking neural networks G Datta, Z Liu, PA Beerel arXiv preprint arXiv:2212.10170, 2022 | 11 | 2022 |
| Asd-transformer: Efficient active speaker detection using self and multimodal transformers G Datta, T Etchart, V Yadav, V Hedau, P Natarajan, SF Chang ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and …, 2022 | 11 | 2022 |
| Towards Energy-Efficient Hyperspectral Image Processing Inside Camera Pixels G Datta, Z Yin, AP Jacob, AR Jaiswal, PA Beerel European Conference on Computer Vision, 303-316, 2022 | 9* | 2022 |
| Association studies of up to 1.2 million individuals yield new insights into the genetic etiology of tobacco and alcohol use., 2019, 51 M Liu, Y Jiang, R Wedow, Y Li, DM Brazel, F Chen, G Datta, ... DOI: https://doi. org/10.1038/s41588-018-0307-5, 237-244, 0 | 9 | |
| HUNT All-In Psychiatry M Liu, Y Jiang, R Wedow, Y Li, DM Brazel, F Chen, G Datta, ... Association studies of up to 1, 0 | 9 | |
| EPIC-CVD, GSCAN, Consortium for Genetics of Smoking Behaviour, & CHD Exome+ consortium.(2020). Meta-analysis of up to 622,409 individuals identifies 40 novel smoking behaviour … AM Erzurumluoglu, M Liu, VE Jackson, DR Barnes, G Datta, ... Mol Psychiatry 25, 2392-2409, 0 | 8 | |
| Self-Attentive Pooling for Efficient Deep Learning F Chen, G Datta, S Kundu, P Beerel arXiv preprint arXiv:2209.07659 (WACV 2023), 2022 | 7 | 2022 |
| qBSA: Logic design of a 32-bit block-skewed RSFQ arithmetic logic unit S Kundu, G Datta, PA Beerel, M Pedram 2019 IEEE International Superconductive Electronics Conference (ISEC), 1-3, 2019 | 7 | 2019 |
| qCDC: Metastability-resilient synchronization FIFO for SFQ logic G Datta, H Cong, S Kundu, PA Beerel 2019 IEEE International Superconductive Electronics Conference (ISEC), 1-3, 2019 | 7* | 2019 |
| Neuromorphic-P2M: Processing-in-Pixel-in-Memory Paradigm for Neuromorphic Image Sensors MAA Kaiser*, G Datta*, Z Wang, AP Jacob, PA Beerel, ... Frontiers in Neuroinformatics, 2023 | 5 | 2023 |
Peter BeerelProfessor of Electrical and Computer Engineering, USCVerified email at usc.edu
