| Deepsecure: Scalable provably-secure deep learning BD Rouhani, MS Riazi, F Koushanfar Design Automation Conference (DAC), 2017 | 594 | 2017 |
| Serving dnns in real time at datacenter scale with project brainwave E Chung, J Fowers, K Ovtcharov, M Papamichael, A Caulfield, ... iEEE Micro 38 (2), 8-20, 2018 | 443 | 2018 |
| Deepsigns: An end-to-end watermarking framework for ownership protection of deep neural networks B Darvish Rouhani, H Chen, F Koushanfar Proceedings of the twenty-fourth international conference on architectural …, 2019 | 384 | 2019 |
| Deepmarks: A secure fingerprinting framework for digital rights management of deep learning models H Chen, BD Rouhani, C Fu, J Zhao, F Koushanfar Proceedings of the 2019 on International Conference on Multimedia Retrieval …, 2019 | 270 | 2019 |
| Deepsigns: A generic watermarking framework for ip protection of deep learning models BD Rouhani, H Chen, F Koushanfar arXiv preprint arXiv:1804.00750, 2018 | 197 | 2018 |
| Pushing the limits of narrow precision inferencing at cloud scale with microsoft floating point B Darvish Rouhani, D Lo, R Zhao, M Liu, J Fowers, K Ovtcharov, ... Advances in neural information processing systems 33, 10271-10281, 2020 | 170 | 2020 |
| Microscaling Data Formats for Deep Learning BD Rouhani, R Zhao, A More, M Hall, A Khodamoradi, S Deng, ... arXiv preprint arXiv:2310.10537, 2023 | 164 | 2023 |
| Blackmarks: Blackbox multibit watermarking for deep neural networks H Chen, BD Rouhani, F Koushanfar arXiv preprint arXiv:1904.00344, 2019 | 109 | 2019 |
| Deepmarks: A digital fingerprinting framework for deep neural networks H Chen, BD Rohani, F Koushanfar arXiv preprint arXiv:1804.03648, 2018 | 99 | 2018 |
| Quantization for dnn accelerators DC Burger, ES Chung, BD Rouhani, D Lo, R Zhao US Patent App. 15/972,048, 2019 | 97 | 2019 |
| DeepAttest: An End-to-End Attestation Framework for Deep Neural Networks H Chen, C Fu, BD Rouhani, J Zhao, F Koushanfar International Symposium on Computer Architecture (ISCA), 2019 | 93 | 2019 |
| Flow for quantized neural networks DC Burger, ES Chung, BD Rouhani, D Lo, R Zhao US Patent 11,645,493, 2023 | 90 | 2023 |
| With shared microexponents, a little shifting goes a long way B Darvish Rouhani, R Zhao, V Elango, R Shafipour, M Hall, ... Proceedings of the 50th Annual International Symposium on Computer …, 2023 | 84 | 2023 |
| Delight: Adding energy dimension to deep neural networks BD Rouhani, A Mirhoseini, F Koushanfar Proceedings of the 2016 International Symposium on Low Power Electronics and …, 2016 | 70 | 2016 |
| Deepfense: Online accelerated defense against adversarial deep learning BD Rouhani, M Samragh, M Javaheripi, T Javidi, F Koushanfar 2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 1-8, 2018 | 67 | 2018 |
| Safe machine learning and defeating adversarial attacks BD Rouani, M Samragh, T Javidi, F Koushanfar IEEE Security & Privacy 17 (2), 31-38, 2019 | 64 | 2019 |
| Automated generation of machine learning models for network evaluation B Arzani, B Rouhani US Patent App. 16/510,223, 2021, 2020 | 63 | 2020 |
| Training neural network accelerators using mixed precision data formats BD Rouhani, NA Taesik, ES Chung, D Lo, DC Burger US Patent 11,676,003, 2023 | 58 | 2023 |
| Deep learning on private data MS Riazi, BD Rouani, F Koushanfar IEEE Security & Privacy 17 (6), 54-63, 2019 | 52 | 2019 |
| Deepsigns: An end-to-end watermarking framework for ownership protection of deep neural networks B Darvish Rouhani, H Chen, F Koushanfar Proceedings of the Twenty-Fourth International Conference on Architectural …, 2019 | 51* | 2019 |
Farinaz KoushanfarProfessor and Siavouche Nemat-Nasser Endowed Chair of ECE, UC San DiegoVerified email at ucsd.edu
