| Multichannel parallel processing of neural signals in memristor arrays Z Liu, J Tang, B Gao, X Li, P Yao, Y Lin, D Liu, B Hong, H Qian, H Wu Science advances 6 (41), eabc4797, 2020 | 59 | 2020 |
| Energy-efficient high-fidelity image reconstruction with memristor arrays for medical diagnosis H Zhao, Z Liu, J Tang, B Gao, Q Qin, J Li, Y Zhou, P Yao, Y Xi, Y Lin, ... Nature Communications 14 (1), 2276, 2023 | 45 | 2023 |
| Demonstration of generative adversarial network by intrinsic random noises of analog rram devices Y Lin, H Wu, B Gao, P Yao, W Wu, Q Zhang, X Zhang, X Li, F Li, J Lu, G Li, ... 2018 IEEE International Electron Devices Meeting (IEDM), 3.4. 1-3.4. 4, 2018 | 38 | 2018 |
| Bayesian neural network realization by exploiting inherent stochastic characteristics of analog RRAM Y Lin, Q Zhang, J Tang, B Gao, C Li, P Yao, Z Liu, J Zhu, J Lu, XS Hu, ... 2019 IEEE International Electron Devices Meeting (IEDM), 14.6. 1-14.6. 4, 2019 | 28 | 2019 |
| Uncertainty quantification via a memristor Bayesian deep neural network for risk-sensitive reinforcement learning Y Lin, Q Zhang, B Gao, J Tang, P Yao, C Li, S Huang, Z Liu, Y Zhou, Y Liu, ... Nature Machine Intelligence 5 (7), 714-723, 2023 | 21 | 2023 |
| An on-chip layer-wise training method for RRAM based computing-in-memory chips Y Geng, B Gao, Q Zhang, W Zhang, P Yao, Y Xi, Y Lin, J Chen, J Tang, ... 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), 248-251, 2021 | 13 | 2021 |
| Hybrid precoding with a fully-parallel large-scale analog RRAM array for 5G/6G MIMO communication system Q Qin, B Gao, Q Liu, Z Liu, Y Lin, P Yao, Y Zhou, R Yu, Z Hao, J Tang, ... 2022 International Electron Devices Meeting (IEDM), 33.2. 1-33.2. 4, 2022 | 8 | 2022 |
| Identifying relaxation and random telegraph noises in filamentary analog RRAM for neuromorphic computing Q Hu, B Gao, J Tang, Z Hao, P Yao, Y Lin, Y Xi, M Zhao, J Chen, H Qian, ... 2021 5th IEEE Electron Devices Technology & Manufacturing Conference (EDTM), 1-3, 2021 | 5 | 2021 |
| A High-Speed and High-Efficiency Diverse Error Margin Write-Verify Scheme for an RRAM-Based Neuromorphic Hardware Accelerator Y Lin, J Tang, B Gao, Q Qin, Q Zhang, H Qian, H Wu IEEE Transactions on Circuits and Systems II: Express Briefs 70 (4), 1366-1370, 2022 | 4 | 2022 |
| Intelligent computing with RRAM P Yao, W Zhang, M Zhao, Y Lin, W Wu, B Gao, H Qian, H Wu 2019 IEEE 11th International Memory Workshop (IMW), 1-4, 2019 | 3 | 2019 |
| BETTER: Bayesian-Based Training and Lightweight Transfer Architecture for Reliable and High-Speed Memristor Neural Network Deployment Y Lin, J Tang, B Gao, Q Zhang, H Qian, H Wu IEEE Transactions on Circuits and Systems II: Express Briefs 70 (6), 1846-1850, 2022 | 2 | 2022 |
| Deep Bayesian active learning using in-memory computing hardware Y Lin, B Gao, J Tang, Q Zhang, H Qian, H Wu Nature Computational Science, 1-10, 2024 | | 2024 |
| High-Efficient Memristor-Based Bayesian Convolutional Neural Networks for Out-of-Distribution Detection by Uncertainty Estimation Y Lin, Q Zhang, B Gao, J Tang, H Zhao, Q Qin, Z Wang, H Qian, H Wu IEEE Transactions on Electron Devices, 2024 | | 2024 |
| Generative adversarial network device and training method thereof H Wu, B Gao, Y Lin, H Qian US Patent 11,574,199, 2023 | | 2023 |