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Proceedings of Machine Learning Research

Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research
Proceedings of Machine Learning Research
PMLR · 2026-05-29 · via Proceedings of Machine Learning Research

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Volume 281: AAAI Bridge Program on AI for Medicine and Healthcare, 25 February 2025, Pennsylvania Convention Center, Philadelphia, Pennsylvania, USA

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Editors: Junde Wu, Jiayuan Zhu, Min Xu, Yueming Jin

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AAAI Bridge Program 2025: AI for Medicine and Healthcare

; 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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