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Chang Cai

3 accepted papers

2026

Explainable Melanoma Diagnosis with Contrastive Learning and LLM-based Report Generation

AAAI 2026technical

Deep learning has demonstrated expert-level performance in melanoma classification, positioning it as a powerful tool in clinical dermatology. However, model opacity and the lack of interpretability remain critical barriers to clinical adoption, as clinicians often struggle to trust the decision-mak

Cited by 0SourcePDFScholar
2025

Developing a Postgraduate Program for AI in Medicine with Kern’s Six-Step Curriculum Development Approach in Singapore

AAAI 2025technical

Artificial Intelligence (AI) has rapidly transformed the medical field, necessitating significant changes in medical education to prepare healthcare professionals for future work requirements. However, the integration of AI into medical curricula has been slow and lacks standardization. In this pape…

Cited by 0SourcePDFScholar
2021

Efficient hierarchical Bayesian inference for spatio-temporal regression models in neuroimaging

NeurIPS 2021poster

Several problems in neuroimaging and beyond require inference on the parameters of multi-task sparse hierarchical regression models. Examples include M/EEG inverse problems, neural encoding models for task-based fMRI analyses, and climate science. In these domains, both the model parameters to be in…