Publications

Journal Publications

• CAP: A General Algorithm for Online Selective Conformal Prediction with FCR Control
  Yajie Bao, Yuyang Huo, Haojie Ren, and Changliang Zou.
  Journal of Machine Learning Research, 26(287), 1–74, 2025.

• Selective Conformal Inference with False-Coverage Statement Rate Control
  Yajie Bao, Yuyang Huo, Haojie Ren, and Changliang Zou.
  Biometrika, 111(3), 727–742, 2024.

• Optimal Subsampling via Predictive Inference
  Xiaoyang Wu, Yuyang Huo, Haojie Ren, and Changliang Zou.
  Journal of the American Statistical Association, 119(548), 2844–2856, 2024.

• Multi-split Conformal Prediction via Cauchy Aggregation
  Xiaoyang Wu, Yuyang Huo, and Changliang Zou.
  Stat, 12(1), e522, 2023.

Conference Publications

• Learning U-statistics with Active Inference
  Xiaoning Wang, Yuyang Huo, Liuhua Peng, and Changliang Zou.
  International Conference on Machine Learning (ICML), accepted, 2026.

• Real-Time Selection Under General Constraints via Predictive Inference
  Yuyang Huo, Lin Lu, Haojie Ren, and Changliang Zou.
  Advances in Neural Information Processing Systems (NeurIPS), 37, 61267–61305, 2024.

• Conformalized Multiple Testing after Data-dependent Selection
  Xiaoning Wang, Yuyang Huo, Liuhua Peng, and Changliang Zou.
  Advances in Neural Information Processing Systems (NeurIPS), 37, 58574–58609, 2024.

Manuscripts

• False Discovery Rate Control Over Data-driven Subgroups: A Unified Conformalized Approach
  Yuyang Huo, Xiaoning Wang, Liuhua Peng, and Changliang Zou.
  Under revision.

• Unified Conformalized Multiple Testing with Full Data Efficiency
  Yuyang Huo, Xiaoyang Wu, Changliang Zou, and Haojie Ren.
  arXiv preprint, 2025. Under revision.

• Feedback-Enhanced Online Multiple Testing with Applications to Conformal Selection
  Lin Lu, Yuyang Huo, Haojie Ren, Zhaojun Wang, and Changliang Zou.
  arXiv preprint, 2025. Under revision.