AAAI Bridge Program 2025: AI for Medicine and Healthcare

Jiayuan Zhu, Min Xu, Yueming Jin, Alex Novak, Sarim Ather, Bartlomiej W. Papiez, Xiang Li, Junde Wu; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:1-4

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FedStein: Enhancing Multi-Domain Federated Learning Through James-Stein Estimator

Sunny Gupta, Nikita Jangid, Amit Sethi; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:5-13

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An Effective Transformer-based Solution for RSNA Intracranial Hemorrhage Detection Competition

Fangxin Shang, Siqi Wang, Xiaorong Wang, Yehui Yang; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:14-19

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Proactive Pseudo-Intervention: Pre-informed Contrastive Learning For Interpretable Vision Models

Dong Wang, Yuewei Yang, Liqun Chen, Zhe Gan, Ricardo Henao, Lawrence Carin; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:20-34

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Unsupervised Patch-GAN with Targeted Patch Ranking for Fine-Grained Novelty Detection in Medical Imaging

Jingkun Chen, Guang Yang, Xiao Zhang, Jingchao Peng, Tianlu Zhang, Jianguo Zhang, Jungong Han, Vicente Grau; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:35-41

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One-stage Contour Regression Network for Muscle Segmentation

Hongyuan Zhang, Sijin Cai, Xiaofeng Wang, Yongjin Zhou; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:42-48

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Improving AI Interpretability for Multilingual Parkinson’s Disease Classification through Voice Analysis

Daria Hemmerling, Michal Zakrzewski, Marek Wodzinski, Milosz Dudek, Filip Gaciarz, Magdalena Wojcik-Pedziwiatr, Juan Rafael Orozco-Arroyave, Elmar Noth, David Sztaho, Taras Rumezhak; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:49-55

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An Explainable AI-Integrated Diagnostic System for Voice Analysis in Heart Failure Patients

Mikolaj Najda, Milosz Dudek, Olgierd Unold, Tomasz Jadczyk, Krzysztof Swierz, Grzegorz Swiatek, Daria Hemmerling; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:56-62

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Investigating General-Purpose Large Language Models for Patient Information Extraction: A Case Study on Real-World Cardiac MRI Reports

Sebin Sabu, Pavithra Rajendran, Ewart Jonny Sheldon, Alexandros Zenonos, Shiren Patel, Andrew Taylor, Rebecca Pope, Neil Sebire; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:63-69

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Minimal Data Maximum Impact: Lessons Learned from Real-World Unstructured Data in Paediatric Care

Jaskaran Singh Kawatra, Sebin Sabu, Pavithra Rajendran, Caroline Baumgartner, Avish Vijayaraghavan, Ewart Jonny Sheldon, John Booth, Neil Sebire, Shiren Patel, Alexandros Zenonos, Rebecca Pope; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:70-78

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Evaluating topological fitness of human brain-inspired sub-circuits in Echo State Networks

Bach V. Nguyen, Tianlong Chen, Shu Yang, Bojian Hou, Li Shen, Duy Duong-Tran; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:79-89

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ReXrank: A Public Leaderboard for AI-Powered Radiology Report Generation

Xiaoman Zhang, Hong-Yu Zhou, Xiaoli Yang, Oishi Banerjee, Julián N. Acosta, Josh Miller, Ouwen Huang, Pranav Rajpurkar; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:90-99

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SegX: Improving Interpretability of Clinical Image Diagnosis with Segmentation-based Enhancement

Yuhao Zhang, Mingcheng Zhu, Zhiyao Luo; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:100-108

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ReXplain: Translating Radiology into Patient-Friendly Video Reports

Luyang Luo, Jenanan Vairavamurthy, Xiaoman Zhang, Abhinav Kumar, Ramon R. Ter-Oganesyan, Stuart T. Schroff, Dan Shilo, Rydhwana Hossain, Mike Moritz, Pranav Rajpurkar; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:109-120

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Using Foundation Models to Prescribe Patients Proper Antibiotics

Simon A. Lee, Helio Halperin, Yanai Halperin, Trevor Brokowski, Jeffrey N. Chiang; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:121-132

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DK-BEHRT: Teaching Language Models International Classification of Disease (ICD) Codes using Known Disease Descriptions

Ulzee An, Simon A. Lee, Moonseong Jeong, Aditya Gorla, Jeffrey N. Chiang, Sriram Sankararaman; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:133-143

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ColonScopeX: Leveraging Explainable Expert Systems with Multimodal Data for Improved Early Diagnosis of Colorectal Cancer

Natalia Sikora, Robert L. Manschke, Alethea M. Tang, Peter Dunstan, Dean A. Harris, Su Yang; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:144-154

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Integrating Social Determinants of Health in a Multi-Modal Deep Clustering Survival Model for Injury-Risk in Alzheimer’s and Related Dementia Patients

Kazi Noshin, Mary Regina Boland, Bojian Hou, Weiqing He, Victoria Lu, Li Shen, Aidong Zhang; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:155-164

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Semi-Supervised Histopathology Image Segmentation with Feature Diversified Collaborative Learning

Thanh-Huy Nguyen, Nguyen Lan Vi Vu, Hoang-Thien Nguyen, Quang-Vinh Dinh, Xingjian Li, Min Xu; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:165-172

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ReXTrust: A Model for Fine-Grained Hallucination Detection in AI-Generated Radiology Reports

Romain Hardy, Sung Eun Kim, Du Hyun Ro, Pranav Rajpurkar; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:173-182

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RadRevise: A Benchmark Dataset for Instruction-Based Radiology Report Editing

Yixuan Huang, Julián Nicolás Acosta, Pranav Rajpurkar; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:183-194

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KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis

Kaiwen Zuo, Yirui Jiang, Fan Mo, Pietro Lio; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:195-204

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MedHallBench: A New Benchmark for Assessing Hallucination in Medical Large Language Models

Kaiwen Zuo, Yirui Jiang; Proceedings of The First AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 281:205-213

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