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cs.LG2026
Predicting Trajectories of Long COVID in Adult Women: The Critical Role of Causal Disentanglement
Jing Wang, Jie Shen, Yiming Luo +3
Early prediction of Post-Acute Sequelae of SARS-CoV-2 severity is a critical challenge for women's health, particularly given the diagnostic overlap between PASC and common hormona…
cs.LG2026
C-kNN-LSH: A Nearest-Neighbor Algorithm for Sequential Counterfactual Inference
Jing Wang, Jie Shen, Qiaomin Xie +1
Estimating causal effects from longitudinal trajectories is central to understanding the progression of complex conditions and optimizing clinical decision-making, such as comorbid…
cs.LG2026
Optimal Budgeted Adaptation of Large Language Models
Jing Wang, Jie Shen, Dean Foster +2
The trade-off between labeled data availability and downstream accuracy remains a central challenge in fine-tuning large language models (LLMs). We propose a principled framework f…