2 papers
cs.LG2026
Boosting ECG Classification Performance by Pre-training with Synthesized Data
Naoki Nonaka, Jun Seita
Deep Neural Networks (DNNs) typically require extensive datasets for effective training. In the medical domain, acquiring large-scale data is often challenging due to privacy conce…
cs.AI2025
Syn-STARTS: Synthesized START Triage Scenario Generation Framework for Scalable LLM Evaluation
Chiharu Hagiwara, Naoki Nonaka, Yuhta Hashimoto +2
Triage is a critically important decision-making process in mass casualty incidents (MCIs) to maximize victim survival rates. While the role of AI in such situations is gaining att…