Publications

This page lists formally published work with links to the official proceedings.

Conference Papers

ACEMARL: Adaptive Clustering Enhanced Multi-Agent Reinforcement Learning for Analog Circuit Sizing

Published in Design, Automation & Test in Europe Conference (DATE), 2026

An adaptive clustering framework that automates agent assignment for multi-agent reinforcement learning in analog circuit sizing. Read more

Recommended citation: H. Wu, H. Jiang, Z. Ouyang, Z. Wang, Q. Shen, B. Yuan, Y. Lu, and J. Jiang. (2026). "ACEMARL: Adaptive Clustering Enhanced Multi-Agent Reinforcement Learning for Analog Circuit Sizing." Design, Automation & Test in Europe Conference, 1โ€“7.
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FD-MAGRPO: Functionality-Driven Multi-Agent Group Relative Policy Optimization for Analog-LDO Sizing

Published in Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2026

A functionality-driven, critic-free multi-agent reinforcement-learning method for sample-efficient analog LDO sizing. Read more

Recommended citation: H. Jiang, H. Wu, Z. Ouyang, Z. Wang, T. Chen, and J. Jiang. (2026). "FD-MAGRPO: Functionality-Driven Multi-Agent Group Relative Policy Optimization for Analog-LDO Sizing." Proceedings of the AAAI Conference on Artificial Intelligence, 40(27), 22310โ€“22317.
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