Shijian Zheng — accepted AI-conference papers

2025

Deep Electromagnetic Structure Design Under Limited Evaluation Budgets

Shijian Zheng, Fangxiao Jin, Shuhai Zhang, Quan Xue, Mingkui Tan

ICML 2025poster

Electromagnetic structure (EMS) design plays a critical role in developing advanced antennas and materials, but remains challenging due to high-dimensional design spaces and expensive evaluations. While existing methods commonly employ high-quality predictors or generators to alleviate evaluations,…

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2022

Efficient Test-Time Model Adaptation without Forgetting

Shuaicheng Niu, Jiaxiang Wu, Yifan Zhang, Yaofo Chen, Shijian Zheng, Peilin Zhao +1

ICML 2022spotlight

Test-time adaptation provides an effective means of tackling the potential distribution shift between model training and inference, by dynamically updating the model at test time. This area has seen fast progress recently, at the effectiveness of handling test shifts. Nonetheless, prior methods stil…

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