Publications

Zhen Zhang, Ignavier Ng, Dong Gong, Yuhang Liu, Ehsan Abbasnejad, Mingming Gong, Kun Zhang, Anton Ven Den Hengel, Javen Qinfeng Shi (2025). Analytic DAG Constraints for Differentiable DAG Learning. International Conference on Learning Representations.
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Alireza Ghiasi, Zhen Zhang, Zijie Zeng, Ching Tai Ng, Abdul Hamid Sheikh, Javen Qinfeng Shi (2025). Generalization of anomaly detection in bridge structures using a vibration‐based Siamese convolutional neural network. Computer aided Civil Eng.
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Yichao Cai, Yuhang Liu, Zhen Zhang, Javen Qinfeng Shi (2025). CLAP: Isolating Content from Style Through Contrastive Learning with Augmented Prompts. Computer Vision – ECCV 2024.
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Yuhang Liu, Zhen Zhang, Dong Gong, Mingming Gong, Biwei Huang, Anton Van Den Hengel, Kun Zhang, Javen Qinfeng Shi (2024). Identifiable Latent Polynomial Causal Models Through the Lens of Change. ICLR.
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Liang Chen, Yong Zhang, Yibing Song, Zhen Zhang, Lingqiao Liu (2024). A Causal Inspired Early-Branching Structure for Domain Generalization. Int J Comput Vis.
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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).
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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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