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Hanqing Zhu
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A Compact Butterfly-Style Silicon Photonic–Electronic Neural Chip for Hardware-Efficient Deep Learning
C Feng, J Gu, H Zhu, Z Ying, Z Zhao, DZ Pan, RT Chen
ACS Photonics 9 (12), 3906-3916, 2022
472022
ROQ: A noise-aware quantization scheme towards robust optical neural networks with low-bit controls
J Gu, Z Zhao, C Feng, H Zhu, RT Chen, DZ Pan
2020 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2020
372020
L2ight: Enabling on-chip learning for optical neural networks via efficient in-situ subspace optimization
J Gu, H Zhu, C Feng, Z Jiang, R Chen, D Pan
Advances in Neural Information Processing Systems 34, 8649-8661, 2021
272021
ADEPT: Automatic differentiable design of photonic tensor cores
J Gu, H Zhu, C Feng, Z Jiang, M Liu, S Zhang, RT Chen, DZ Pan
Proceedings of the 59th ACM/IEEE Design Automation Conference, 937-942, 2022
172022
SqueezeLight: A Multi-Operand Ring-Based Optical Neural Network with Cross-Layer Scalability
J Gu, C Feng, H Zhu, Z Zhao, Z Ying, M Liu, RT Chen, DZ Pan
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2022
162022
Photonic-Electronic Integrated Circuits for High-Performance Computing and AI Accelerators
S Ning, H Zhu, C Feng, J Gu, Z Jiang, Z Ying, J Midkiff, S Jain, MH Hlaing, ...
Journal of Lightwave Technology, 2024
152024
Lightening-transformer: A dynamically-operated optically-interconnected photonic transformer accelerator
H Zhu, J Gu, H Wang, Z Jiang, Z Zhang, R Tang, C Feng, S Han, RT Chen, ...
2024 IEEE International Symposium on High-Performance Computer Architecture …, 2024
152024
Light in AI: Toward Efficient Neurocomputing With Optical Neural Networks—A Tutorial
J Gu, C Feng, H Zhu, RT Chen, DZ Pan
IEEE Transactions on Circuits and Systems II: Express Briefs 69 (6), 2581-2585, 2022
142022
Silicon photonic subspace neural chip for hardware-efficient deep learning
C Feng, J Gu, H Zhu, Z Ying, Z Zhao, DZ Pan, RT Chen
arXiv preprint arXiv:2111.06705, 2021
142021
NeurOLight: A Physics-Agnostic Neural Operator Enabling Parametric Photonic Device Simulation
J Gu, Z Gao, C Feng, H Zhu, R Chen, D Boning, D Pan
Advances in Neural Information Processing Systems 35, 14623-14636, 2022
132022
Fuse and Mix: MACAM-Enabled Analog Activation for Energy-Efficient Neural Acceleration
H Zhu, K Zhu, J Gu, H Jin, RT Chen, JA Incorvia, DZ Pan
Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided …, 2022
112022
Pre-RMSNorm and Pre-CRMSNorm Transformers: Equivalent and Efficient Pre-LN Transformers
Z Jiang, J Gu, H Zhu, D Pan
Advances in Neural Information Processing Systems 36, 2024
92024
M3ICRO: Machine learning-enabled compact photonic tensor core based on programmable multi-operand multimode interference
J Gu, H Zhu, C Feng, Z Jiang, RT Chen, DZ Pan
APL Machine Learning 2 (1), 2024
82024
Integrated multi-operand optical neurons for scalable and hardware-efficient deep learning
C Feng, J Gu, H Zhu, S Ning, R Tang, M Hlaing, J Midkiff, S Jain, DZ Pan, ...
Nanophotonics 13 (12), 2193-2206, 2024
72024
Neural network methods for radiation detectors and imaging
S Lin, S Ning, H Zhu, T Zhou, CL Morris, S Clayton, MJ Cherukara, ...
Frontiers in Physics 12, 1334298, 2024
62024
DOTA: A Dynamically-Operated Photonic Tensor Core for Energy-Efficient Transformer Accelerator
H Zhu, J Gu, H Wang, Z Jiang, Z Zhang, R Tang, C Feng, S Han, RT Chen, ...
arXiv preprint arXiv:2305.19533, 2023
62023
ELight: Toward Efficient and Aging-Resilient Photonic In-Memory Neurocomputing
H Zhu, J Gu, C Feng, M Liu, Z Jiang, RT Chen, DZ Pan
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2022
62022
Towards Memory-Efficient Neural Networks via Multi-Level in situ Generation
J Gu, H Zhu, C Feng, M Liu, Z Jiang, RT Chen, DZ Pan
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021
52021
LLM-Enhanced Bayesian Optimization for Efficient Analog Layout Constraint Generation
G Chen, K Zhu, S Kim, H Zhu, Y Lai, B Yu, DZ Pan
arXiv preprint arXiv:2406.05250, 2024
42024
ELight: Enabling Efficient Photonic In-Memory Neurocomputing with Life Enhancement
H Zhu, J Gu, C Feng, M Liu, Z Jiang, RT Chen, DZ Pan
2022 27th Asia and South Pacific Design Automation Conference (ASP-DAC), 332-338, 2022
42022
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