Working Papers and Preprints

• Shuyi Chen, Shixiang Zhu, and Ramteen Sioshansi. Large-Scale Resilience Planning for Wildfire-Prone Electricity Systems via Adaptive Robust Optimization. [arXiv]

• Shuyi Chen, Shixiang Zhu, and Ramteen Sioshansi. Enhancing Electricity-System Resilience with Adaptive Robust Optimization and Conformal Uncertainty Characterization. Preprint. [arXiv] [poster] [news]
  🏆 INFORMS ENRE Best Student Paper Award

Publications

• Prince Zizhuang Wang, Shuyi Chen, Jinhao Liang, Ferdinando Fioretto, and Shixiang Zhu. Gen-DFL: Decision-Focused Generative Learning for Robust Decision Making. The Fourteenth International Conference on Learning Representations (ICLR 2026). [arXiv]
  🏆 IISE DAIS Best Student Paper Finalist

• Shuyi Chen, Ferdinando Fioretto, Feng Qiu, and Shixiang Zhu. Global-Decision-Focused Neural ODEs for Proactive Grid Resilience Management. IEEE Transactions on Smart Grid. [arXiv] [poster] [code]

• Shuyi Chen and Shixiang Zhu. 2025. Counterfactual Fairness through Transforming Data Orthogonal to Bias. In Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2025). [arXiv] [code]

• Shuyi Chen, Kaize Ding, and Shixiang Zhu. 2023. Uncertainty-Aware Robust Learning on Noisy Graphs. In 2025 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2025), India. [arXiv] [code]

• Yihan Cao, Shuyi Chen, Ryan Liu, Zhiruo Wang, and Daniel Fried. 2023. API-Assisted Code Generation for Question Answering on Varied Table Structures. In Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023), Singapore. [arXiv]