New Horizons on Model Transportability and Data Integration | Poster Session

Presenter: Priyanjali Bukke (University of Virginia)
Collaborator(s): Martin Slawski
Title: A General Framework for Inference After Record Linkage

Presenter: Jae Ho Chang (The Ohio State University)
Collaborator(s): Arnab Auddy, Subhadeep Paul
Title: Personalized Federated Learning via Variance-Aware Nonparametric Empirical Bayes (VANEB)

Presenter: Min-Yi Chen (Iowa State University)
Collaborator(s): Jae-Kwang Kim, Yumou Qiu
Title: Soft-Constrained Bregman Calibration

Presenter: Xinlei Chen (University of Pittsburgh)
Collaborator(s):
Title: Federated Learning of Robust Individualized Decision Rules with Application to Heterogeneous Multihospital Sepsis Population

Presenter: Aoran Chen (Pennsylvania State University)
Collaborator(s): Tun He, Yang Feng
Title: Individualized Survival Prediction for Rare Cancers by Borrowing Strength from Related Tumor Types: A Pan-Cancer TCGA Analysis

Presenter: Elizabeth Willow Eisenhauer (Westat)
Collaborator(s): Laura Gamble, Elizabeth Eisenhauer, Andreea Erciulescu, Rebecca Fink, Sarah Smith-Jeffcoat, Jefferson Jones, Bryan Spencer, Mars Stone, Michael Busch
Title: Sampling and Weighting Strategies for Nonprobability Survey and Serology Data

Presenter: Shengtong Han (Marquette University)
Collaborator(s): Dr. Di Wang; Dr. Wenhui Sheng; Nathanael Chu
Title: Integrating multi-omics data through deep learning for prioritizing genes associated with autism

Presenter: Nel Jason Haw (Johns Hopkins University)
Collaborator(s): Althoff, Keri; Agwu, Allison; Lesko, Catherine
Title: Assembling a Synthetic Life Course Cohort to Study the Incidence of Non-AIDS-Defining Conditions among People with Perinatally Acquired HIV in the United States: A DATA FUSION STUDY

Presenter: Peiyu He (Duke University)
Collaborator(s): Guanhua Chen
Title: Learning Individualized Treatment Rules for a Target Population with Right-Censored Survival Outcomes

Presenter: Yonghan Jung (University of Illinois Urbana-Champaign)
Collaborator(s):
Title: TransPFN: Transportability-Inspired Causal Meta-Learning for OOD-Robust Causal Effects

Presenter: Hajoung Lee (Seoul National University)
Collaborator(s): Kwonsang Lee
Title: High-Dimensional Matching via Energy Distance Minimization

Presenter: Shan Leng (University of Wisconsin, Madison)
Collaborator(s): Tianyi Yang, Peinan Hu, Yan Li, Fulai Jin, Mark P Keller, Alan D Attie, Sündüz Keleş
Title: CascadeS2F: A Cascaded, Causality-Aware Sequence-to-Function Model Across Molecular Layers

Presenter: Tomoki Okuno (University of California, Los Angeles (UCLA))
Collaborator(s): Brendon Chau, Gang Li, Sijia Li, Hua Zhou, Jin Zhou
Title: Semi-Supervised Causal Mediation Analysis with Partially Observed Mediators

Presenter: Isaac Scheinfeld (Columbia University)
Collaborator(s): Hannah Li, Hongseok Namkoong
Title: When Representative Samples Produce Worse Outcomes: Scale-up Decisions and Testing in Small-Budget RCTs

Presenter: MOOKYONG SON (Memorial Sloan-Kettering Cancer Center)
Collaborator(s): Danya T. Hassan, Ronglai Shen, Katherine Panageas, Yuan Chen
Title: Bayesian Neural Networks for Multi-Institutional, Multi-Modal Genomic Data Integration

Presenter: Yuyao Wang (Northeastern University)
Collaborator(s): Alexander W. Levis, Shu Yang, Larry Han
Title: History-Aware Conformal Prediction Sets for Censored Time-to-Event Outcomes

Presenter: Yikun Zhang (University of Washington)
Collaborator(s): Steven Wilkins-Reeves, Wesley Lee, Aude Hofleitner
Title: Transfer Learning Through Conditional Quantile Matching

Presenter: Xinyuan Zhang (Georgia Institute of Technology)
Collaborator(s): Benjamin Yakir, Yajun Mei
Title: A Note on High-Dimensional Sparse Sequential Change-Point Detection

Presenter: Ke Zhu (North Carolina State University)
Collaborator(s): Shu Yang, Xiaofei Wang
Title: Robust Estimation and Inference in Hybrid Controlled Trials

Presenter: Jungang Zou (Department of Biostatistics at Columbia University)
Collaborator(s): Joseph E. Schwartz, Roderick J. A. Little, Nathalie Moise, Qixuan Chen
Title: Transporting Treatment Effects from Randomized Trials to EHR Populations using Bayesian Propensity Score Predictive Inference