AI

Conditional Attribute Estimation with Autoregressive Sequence Models

Erica Stutz, Giacomo Marino, Daniella Meeker, Qiao Liu, and Andrew J. Loza. arXiv, 2026.

Erica Stutz, Giacomo Marino, Daniella Meeker, Qiao Liu, Andrew J. Loza

Conditional Attribute Estimation with Autoregressive Sequence Models

Missingness-aware Data Imputation via AI-powered Bayesian Generative Modeling

Qiao Liu. arXiv, 2026.

Missingness-aware Data Imputation via AI-powered Bayesian Generative Modeling

BGM-IV: an AI-powered Bayesian generative modeling approach for instrumental variable analysis

Guyue Luo and Qiao Liu. arXiv, 2026.

Guyue Luo, Qiao Liu

A Multi-modal Diffusion Model with Dual-Cross-Attention for Multi-Omics Data Generation and Translation

Erpai Luo, Lei Wei, Minsheng Hao, Xuegong Zhang^†, Qiao Liu^†. Nature Communication 2026.

Erpai Luo, Minsheng Hao, Lei Wei, Xuegong Zhang, Qiao Liu

A Multi-modal Diffusion Model with Dual-Cross-Attention for Multi-Omics Data Generation and Translation

A Bayesian Generative Modeling Approach for Arbitrary Conditional Inference

Qiao Liu and Wing Hung Wong. arXiv, 2026.

Qiao Liu, Wing Hung Wong

A Bayesian Generative Modeling Approach for Arbitrary Conditional Inference

How to improve polygenic prediction from whole-genome sequencing data by leveraging predicted epigenomic features?

Wanwen Zeng, Hanmin Guo, Qiao Liu, Wing Hung Wong. PNAS, 2025.

Wanwen Zeng, Hanmin Guo, Qiao Liu, Wing Hung Wong

An AI-powered Bayesian generative modeling approach for causal inference in observational studies

Qiao Liu and Wing Hung Wong. Journal of the American Statistical Association, 2026.

Qiao Liu, Wing Hung Wong

Leveraging genomic large language models to enhance causal genotype-brain-clinical pathways in Alzheimer's disease

Qiao Liu*, Wanwen Zeng*, Hongtu Zhu, Lexin Li, Wing Hung Wong. medRxiv, 2024.

Qiao Liu, Wanwen Zeng, Hongtu Zhu, Lexin Li, Wing Hung Wong

Leveraging genomic large language models to enhance causal genotype-brain-clinical pathways in Alzheimer's disease

CREATE: cell-type-specific cis-regulatory elements identification via discrete embedding

Xuejian Cui, Qijin Yin, Zijing Gao, Zhen Li, Xiaoyang Chen, Shengquan Chen, Qiao Liu, Wanwen Zeng, Rui Jiang. bioRxiv, 2024.

Xuejian Cui, Qijin Yin, Zijing Gao, Zhen Li, Xiaoyang Chen, Shengquan Chen, Qiao Liu, Wanwen Zeng, Rui Jiang

An encoding generative modeling approach to dimension reduction and covariate adjustment in causal inference with observational studies

Qiao Liu, Zhongren Chen, Wing Hung Wong. PNAS, 2024.

Qiao Liu, Zhongren Chen, Wing Hung Wong

An encoding generative modeling approach to dimension reduction and covariate adjustment in causal inference with observational studies