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cs.LG2025
CrunchLLM: Multitask LLMs for Structured Business Reasoning and Outcome Prediction
Rabeya Tus Sadia, Qiang Cheng
Predicting the success of start-up companies, defined as achieving an exit through acquisition or IPO, is a critical problem in entrepreneurship and innovation research. Datasets s…
cs.LG2025
DepMicroDiff: Diffusion-Based Dependency-Aware Multimodal Imputation for Microbiome Data
Rabeya Tus Sadia, Qiang Cheng
Microbiome data analysis is essential for understanding host health and disease, yet its inherent sparsity and noise pose major challenges for accurate imputation, hindering downst…
cs.CV2025
CausalGeD: Blending Causality and Diffusion for Spatial Gene Expression Generation
Rabeya Tus Sadia, Md Atik Ahamed, Qiang Cheng
The integration of single-cell RNA sequencing (scRNA-seq) and spatial transcriptomics (ST) data is crucial for understanding gene expression in spatial context. Existing methods fo…