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Bilal Khan

3 accepted papers

2025

ConText-LE: Cross-Distribution Generalization for Longitudinal Experiential Data via Narrative-Based LLM Representations

EMNLP 2025

Longitudinal experiential data offers rich insights into dynamic human states, yet building models that generalize across diverse contexts remains challenging. We propose ConText-LE, a framework that systematically investigates text representation strategies and output formulations to maximize large

Cited by 0SourcePDFScholar
2025

MuHBoost: Multi-Label Boosting For Practical Longitudinal Human Behavior Modeling

ICLR 2025poster

Longitudinal human behavior modeling has received increasing attention over the years due to its widespread applications to patient monitoring, dietary and lifestyle recommendations, and just-in-time intervention for at-risk individuals (e.g., problematic drug users and struggling students), to name…

Cited by 0SourcePDFScholar
2024

A Novel GAN Approach to Augment Limited Tabular Data for Short-Term Substance Use Prediction

IJCAI 2024poster

Substance use is a global issue that negatively impacts millions of persons who use drugs (PWUDs). In practice, identifying vulnerable PWUDs for efficient allocation of appropriate resources is challenging due to their complex use patterns (e.g., their tendency to change usage within months) and the…

Cited by 0SourcePDFScholar