Publications

Haobo Li, Xinyu Li, Pengtang Wang, Zhen Zhang, Kenneth Davey, Javen Qinfeng Shi, Shi-Zhang Qiao (2024). Machine Learning Big Data Set Analysis Reveals C–C Electro-Coupling Mechanism. J. Am. Chem. Soc..
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Zidu Yin, Zhen Zhang, Dong Gong, Stefano v Albrecht, Javen Q Shi (2024). Highway Graph to Accelerate Reinforcement Learning. Transactions on Machine Learning Research (TMLR).
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Xinchen Zhang, Zhen Zhang, Alfonso Chinnici, Zhiwei Sun, Javen Qinfeng Shi, Graham J. Nathan, Rey C. Chin (2024). Physics-informed data-driven unsteady Reynolds-averaged Navier–Stokes turbulence modeling for particle-laden jet flows. Physics of Fluids.
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Haiyao Cao, Jinan Zou, Yuhang Liu, Zhen Zhang, Ehsan Abbasnejad, Anton Van Den Hengel, Javen Qinfeng Shi (2024). InvariantStock: Learning Invariant Features for Mastering the Shifting Market. Transactions on Machine Learning Research (TMLR).
Phetdalaphone Pathoumthong, Zhen Zhang, Stuart J. Roy, Abdeljalil El Habti (2023). Rapid non-destructive method to phenotype stomatal traits. Plant Methods.
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Qingsen Yan, Dong Gong, Pei Wang, Zhen Zhang, Yanning Zhang, Javen Qinfeng Shi (2023). SharpFormer: Learning local feature preserving global representations for image deblurring. IEEE Transactions on Image Processing.
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Jiajun Meng, Zhenhua Wang, Kaining Ying, Jianhua Zhang, Dongyan Guo, Zhen Zhang, Javen Qinfeng Shi, Shengyong Chen (2023). Human interaction understanding with consistency-aware learning. IEEE Transactions on Pattern Analysis and Machine Intelligence.
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Zhen Zhang, Mohammed Haroon Dupty, Fan Wu, Javen Qinfeng Shi, Wee Sun Lee (2023). Factor graph neural networks. The Journal of Machine Learning Research.
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Xinyu Li, Haobo Li, Zhen Zhang, Javen Qinfeng Shi, Yan Jiao, Shi-Zhang Qiao (2023). Active-learning accelerated computational screening of A2B@ NG catalysts for CO2 electrochemical reduction. Nano Energy.
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Zhen Zhang, Ignavier Ng, Dong Gong, Yuhang Liu, Ehsan Abbasnejad, Mingming Gong, Kun Zhang, Javen Qinfeng Shi (2022). Truncated matrix power iteration for differentiable dag learning. Advances in Neural Information Processing Systems.
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