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Longfei Gou

3 accepted papers

2025

DDxTutor: Clinical Reasoning Tutoring System with Differential Diagnosis-Based Structured Reasoning

ACL 2025long

Clinical diagnosis education requires students to master both systematic reasoning processes and comprehensive medical knowledge. While recent advances in Large Language Models (LLMs) have enabled various medical educational applications, these systems often provide direct answers that could reduce…

2025

HealthCards: Exploring Text-to-Image Generation as Visual Aids for Healthcare Knowledge Democratizing and Education

EMNLP 2025

The evolution of text-to-image (T2I) generation techniques has introduced new capabilities for information visualization, with the potential to advance knowledge democratization and education. In this paper, we investigate how T2I models can be adapted to generate educational health knowledge conten

2024

Self-Supervised Video Desmoking for Laparoscopic Surgery

ECCV 2024oral

"Due to the difficulty of collecting real paired data, most existing desmoking methods train the models by synthesizing smoke, generalizing poorly to real surgical scenarios. Although a few works have explored single-image real-world desmoking in unpaired learning manners, they still encounter chall…