A Review of Causal Decision Making

Authors: Ge, Lin, Cai, Hengrui, Wan, Runzhe, Xu, Yang, Song, Rui

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2502.16156

Beyond the Singular: The Essential Role of Multiple Generations in Effective Benchmark Evaluation and Analysis

Authors: Zhang, Wenbo, Cai, Hengrui, Chen, Wenyu

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2502.08943

Defining Boundaries: A Spectrum of Task Feasibility for Large Language Models

Authors: Zhang, Wenbo, Xu, Zihang, Cai, Hengrui

Subject Terms: Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2408.05873

Conformal Diffusion Models for Individual Treatment Effect Estimation and Inference

Authors: Cai, Hengrui, Jin, Huaqing, Li, Lexin

Subject Terms: Statistics - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Machine Learning, Statistics - Methodology

Access URL: http://arxiv.org/abs/2408.01582

On Efficient Inference of Causal Effects with Multiple Mediators

Authors: Wei, Haoyu, Cai, Hengrui, Shi, Chengchun, Song, Rui

Subject Terms: Statistics - Methodology, Economics - Econometrics, Mathematics - Statistics Theory, 62A09, 62G05, 62G35

Access URL: http://arxiv.org/abs/2401.05517

Is Knowledge All Large Language Models Needed for Causal Reasoning?

Authors: Cai, Hengrui, Liu, Shengjie, Song, Rui

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Computation and Language, Computer Science - Machine Learning, Statistics - Methodology

Access URL: http://arxiv.org/abs/2401.00139

Towards Trustworthy Explanation: On Causal Rationalization

Authors: Zhang, Wenbo, Wu, Tong, Wang, Yunlong, Cai, Yong, Cai, Hengrui

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computation and Language, Statistics - Methodology, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2306.14115

Sequential Knockoffs for Variable Selection in Reinforcement Learning

Authors: Ma, Tao, Zhu, Jin, Cai, Hengrui, Qi, Zhengling, Chen, Yunxiao, Shi, Chengchun, Laber, Eric B.

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2303.14281

On Learning Necessary and Sufficient Causal Graphs

Authors: Cai, Hengrui, Wang, Yixin, Jordan, Michael, Song, Rui

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Statistics - Applications, Statistics - Methodology, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2301.12389

On Heterogeneous Treatment Effects in Heterogeneous Causal Graphs

Authors: Watson, Richard A, Cai, Hengrui, An, Xinming, McLean, Samuel, Song, Rui

Subject Terms: Statistics - Methodology, Computer Science - Machine Learning, Statistics - Applications, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2301.12383

Heterogeneous Synthetic Learner for Panel Data

Authors: Shen, Ye, Wan, Runzhe, Cai, Hengrui, Song, Rui

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning, Mathematics - Statistics Theory, Statistics - Methodology

Access URL: http://arxiv.org/abs/2212.14580

How Much Does Home Field Advantage Matter in Soccer Games? A Causal Inference Approach for English Premier League Analysis

Authors: Price, Katherine, Cai, Hengrui, Shen, Weining, Hu, Guanyu

Subject Terms: Statistics - Applications, Statistics - Methodology

Access URL: http://arxiv.org/abs/2205.07193

Jump Interval-Learning for Individualized Decision Making

Authors: Cai, Hengrui, Shi, Chengchun, Song, Rui, Lu, Wenbin

Subject Terms: Statistics - Methodology, Computer Science - Machine Learning, Mathematics - Statistics Theory, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2111.08885

Doubly Robust Interval Estimation for Optimal Policy Evaluation in Online Learning

Authors: Shen, Ye, Cai, Hengrui, Song, Rui

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning, Mathematics - Statistics Theory, Statistics - Methodology

Access URL: http://arxiv.org/abs/2110.15501

CAPITAL: Optimal Subgroup Identification via Constrained Policy Tree Search

Authors: Cai, Hengrui, Lu, Wenbin, West, Rachel Marceau, Mehrotra, Devan V., Huang, Lingkang

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning, Statistics - Applications, Statistics - Methodology

Access URL: http://arxiv.org/abs/2110.05636

Periodic-GP: Learning Periodic World with Gaussian Process Bandits

Authors: Cai, Hengrui, Cen, Zhihao, Leng, Ling, Song, Rui

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Information Theory

Access URL: http://arxiv.org/abs/2105.14422

GEAR: On Optimal Decision Making with Auxiliary Data

Authors: Cai, Hengrui, Song, Rui, Lu, Wenbin

Subject Terms: Statistics - Methodology, Mathematics - Statistics Theory, Statistics - Applications, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2104.10573

Calibrated Optimal Decision Making with Multiple Data Sources and Limited Outcome

Authors: Cai, Hengrui, Lu, Wenbin, Song, Rui

Subject Terms: Statistics - Methodology, Mathematics - Statistics Theory, Statistics - Applications, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2104.10554

Deep Jump Learning for Off-Policy Evaluation in Continuous Treatment Settings

Authors: Cai, Hengrui, Shi, Chengchun, Song, Rui, Lu, Wenbin

Subject Terms: Statistics - Machine Learning, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2010.15963

Estimating ancient biogeographic patterns with statistical model discrimination

Authors: Gates, Terry A., Cai, Hengrui, Hu, Yifei, Han, Xu, Griffith, Emily, Burgener, Landon, Hyland, Ethan, Zanno, Lindsay E.

Source: Anatomical record. 306(7):1880-1895

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100185305364.0x000001&indx=1&recIds=ETOCvdc_100185305364.0x000001