Junyi Yang — accepted AI-conference papers

2025

AnalogGenie: A Generative Engine for Automatic Discovery of Analog Circuit Topologies

Jian Gao, Weidong Cao, Junyi Yang, Xuan Zhang

ICLR 2025spotlight

The massive and large-scale design of foundational semiconductor integrated circuits (ICs) is crucial to sustaining the advancement of many emerging and future technologies, such as generative AI, 5G/6G, and quantum computing. Excitingly, recent studies have shown the great capabilities of foundatio…

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2025

Trust Region Reward Optimization and Proximal Inverse Reward Optimization Algorithm

Yang Chen, Menglin Zou, Jiaqi Zhang, Yitan Zhang, Junyi Yang, Gael Gendron +3

NeurIPS 2025poster

Inverse Reinforcement Learning (IRL) learns a reward function to explain expert demonstrations. Modern IRL methods often use the adversarial (minimax) formulation that alternates between reward and policy optimization, which often lead to {\em unstable} training. Recent non-adversarial IRL approach…

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