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Mingjie  Liu
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GeniusRoute: A new analog routing paradigm using generative neural network guidance
K Zhu, M Liu, Y Lin, B Xu, S Li, X Tang, N Sun, DZ Pan
2019 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 1-8, 2019
692019
MAGICAL: Toward fully automated analog IC layout leveraging human and machine intelligence
B Xu, K Zhu, M Liu, Y Lin, S Li, X Tang, N Sun, DZ Pan
2019 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 1-8, 2019
672019
Exploring logic optimizations with reinforcement learning and graph convolutional network
K Zhu, M Liu, H Chen, Z Zhao, DZ Pan
Proceedings of the 2020 ACM/IEEE Workshop on Machine Learning for CAD, 145-150, 2020
652020
A timing engine inspired graph neural network model for pre-routing slack prediction
Z Guo, M Liu, J Gu, S Zhang, DZ Pan, Y Lin
Proceedings of the 59th ACM/IEEE Design Automation Conference, 1207-1212, 2022
552022
Towards area-efficient optical neural networks: an FFT-based architecture
J Gu, Z Zhao, C Feng, M Liu, RT Chen, DZ Pan
2020 25th Asia and South Pacific Design Automation Conference (ASP-DAC), 476-481, 2020
522020
MAGICAL: An open-source fully automated analog IC layout system from netlist to GDSII
H Chen, M Liu, B Xu, K Zhu, X Tang, S Li, Y Lin, N Sun, DZ Pan
IEEE Design & Test 38 (2), 19-26, 2020
442020
Towards decrypting the art of analog layout: Placement quality prediction via transfer learning
M Liu, K Zhu, J Gu, L Shen, X Tang, N Sun, DZ Pan
2020 Design, Automation & Test in Europe Conference & Exhibition (DATE), 496-501, 2020
442020
S3DET: Detecting System Symmetry Constraints for Analog Circuits with Graph Similarity
M Liu, W Li, K Zhu, B Xu, Y Lin, L Shen, X Tang, N Sun, DZ Pan
2020 25th Asia and South Pacific Design Automation Conference (ASP-DAC), 193-198, 2020
432020
Chipnemo: Domain-adapted llms for chip design
M Liu, TD Ene, R Kirby, C Cheng, N Pinckney, R Liang, J Alben, H Anand, ...
arXiv preprint arXiv:2311.00176, 2023
382023
Verilogeval: Evaluating large language models for verilog code generation
M Liu, N Pinckney, B Khailany, H Ren
2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD), 1-8, 2023
342023
SqueezeLight: Towards scalable optical neural networks with multi-operand ring resonators
J Gu, C Feng, Z Zhao, Z Ying, M Liu, RT Chen, DZ Pan
2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), 238-243, 2021
312021
Delving into effective gradient matching for dataset condensation
Z Jiang, J Gu, M Liu, DZ Pan
2023 IEEE International Conference on Omni-layer Intelligent Systems (COINS …, 2023
302023
Toward silicon-proven detailed routing for analog and mixed-signal circuits
H Chen, K Zhu, M Liu, X Tang, N Sun, DZ Pan
Proceedings of the 39th International Conference on Computer-Aided Design, 1-8, 2020
302020
Universal symmetry constraint extraction for analog and mixed-signal circuits with graph neural networks
H Chen, K Zhu, M Liu, X Tang, N Sun, DZ Pan
2021 58th ACM/IEEE Design Automation Conference (DAC), 1243-1248, 2021
282021
Layout symmetry annotation for analog circuits with graph neural networks
X Gao, C Deng, M Liu, Z Zhang, DZ Pan, Y Lin
Proceedings of the 26th Asia and South Pacific Design Automation Conference …, 2021
282021
Toward hardware-efficient optical neural networks: Beyond FFT architecture via joint learnability
J Gu, Z Zhao, C Feng, Z Ying, M Liu, RT Chen, DZ Pan
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2020
282020
Parasitic-aware analog circuit sizing with graph neural networks and Bayesian optimization
M Liu, WJ Turner, GF Kokai, B Khailany, DZ Pan, H Ren
2021 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2021
272021
Effective analog/mixed-signal circuit placement considering system signal flow
K Zhu, H Chen, M Liu, X Tang, N Sun, DZ Pan
Proceedings of the 39th International Conference on Computer-Aided Design, 1-9, 2020
262020
Closing the design loop: Bayesian optimization assisted hierarchical analog layout synthesis
M Liu, K Zhu, X Tang, B Xu, W Shi, N Sun, DZ Pan
2020 57th ACM/IEEE Design Automation Conference (DAC), 1-6, 2020
262020
MAGICAL 1.0: An Open-Source Fully-Automated AMS Layout Synthesis Framework Verified With a 40-nm 1GS/s Δ∑ ADC
H Chen, M Liu, X Tang, K Zhu, A Mukherjee, N Sun, DZ Pan
2021 IEEE Custom Integrated Circuits Conference (CICC), 1-2, 2021
242021
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