| 2026 | ISCAS | Layout-Aware Standard Cell Synthesis via Reparameterization Multi-Task Bayesian Optimization. | Zhouyang Wu, Ruiyu Lyu, Keren Zhu, Zhiang Wang, Zhaori Bi, Changhao Yan, Xuan Zeng |
| 2025 | DAC | MARIO: A Superadditive Multi-Algorithm Interworking Optimization Framework for Analog Circuit Sizing. | Wangzhen Li, Yuan Meng, Ruiyu Lyu, Changhao Yan, Keren Zhu, Zhaori Bi, Dian Zhou, Xuan Zeng |
| 2024 | ASPDAC | A Study on Exploring and Exploiting the High-dimensional Design Space for Analog Circuit Design Automation : (Invited Paper). | Ruiyu Lyu, Yuan Meng, Aidong Zhao, Zhaori Bi, Keren Zhu, Fan Yang, Changhao Yan, Dian Zhou, Xuan Zeng |
| 2024 | DAC | HiMOSS: A Novel High-dimensional Multi-objective Optimization Method via Adaptive Gradient-Based Subspace Sampling for Analog Circuit Sizing. | Tianchen Gu, Ruiyu Lyu, Zhaori Bi, Changhao Yan, Fan Yang, Dian Zhou, Tao Cui, Xin Liu, Zaikun Zhang, Xuan Zeng |
| 2024 | DATE | Circuits Physics Constrained Predictor of Static IR Drop with Limited Data. | Yuan Meng, Ruiyu Lyu, Zhaori Bi, Changhao Yan, Fan Yang, Wenchuang Hu, Dian Zhou, Xuan Zeng |
| 2024 | ICCAD | AnalogGym: An Open and Practical Testing Suite for Analog Circuit Synthesis. | Jintao Li, Haochang Zhi, Ruiyu Lyu, Wangzhen Li, Zhaori Bi, Keren Zhu, Yanhan Zeng, Weiwei Shan, Changhao Yan, Fan Yang, Yun Li, Xuan Zeng |
| 2024 | ICCAD | Revisiting sensitivity-based analog sizing with derivative-aware Bayesian optimization and error-suppressed adjoint analysis. | Ruiyu Lyu, Aidong Zhao, Yuan Meng, Keren Zhu, Zhaori Bi, Changhao Yan, Fan Yang, Dian Zhou, Xuan Zeng |