How Good LLMs Are at Answering Bangla Medical Visual Questions? Dataset and Benchmarking

Rafid Ahmed, Intesar Tahmid, Mir Sazzat Hossain, Tasnimul Hossain Tomal, Md Fahim, Md Farhad Alam Bhuiyan; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:1-14

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A Machine Learning Approach for Detection of Mental Health Conditions and Cyberbullying from Social Media

Edward Ajayi, Martha Kachweka, Mawuli Deku, Emily Aiken; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:15-26

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Hide Identity, Preserve Pathology: Diffusion-Based Anonymization for Chest X-rays

Yasmeena Akhter, Muskan Dosi, Mayank Vatsa, Richa Singh; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:27-36

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A Systematic Comparison of Data Representations for Transformer-Based ECG Arrhythmia Classification

Mona Aman, Godbright Uiso, Carine Mukamakuza, Vijayakumar Bhagavatula; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:37-45

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UltrasODM: A Dual Stream Optical Flow Mamba Network for 3D Freehand Ultrasound Reconstruction

Mayank Anand, Ujair Alam, Surya Prakash, Priya Shukla, Gora Chand Nandi, Domenec Puig; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:46-53

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Weight Entropy-Maximised Evidential Metamodel for Post Hoc Uncertainty

Gouranga Bala, Dhruvi Ganatra, Amit Sethi; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:54-59

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Translating Classifier Scores into Clinical Impact: Calibrated Risk and Queueing Simulation for AI-Assisted Radiology Worklist Triage

Tirthajit Baruah, Punit Rathore; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:60-66

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Architecture-Aware Explainability in ECG Analysis: A Case Study of Aortic Stenosis Detection with ResNet18, LSTM and ViT-MAE ECG

Samuel Chol Buol, Julius Zannu, Carine Pierrette Mukamakuza, Damilare Emmanuel Olatunji, Vijayakumar Bhagavatula; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:67-75

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Modality-Specific Enhancement and Complementary Fusion for Semi-Supervised Multi-Modal Brain Tumor Segmentation

Tien-Dat Chung, Ba-Thinh Lam, Thanh-Huy Nguyen, Thien Nguyen, Nguyen Lan Vi Vu, Hoang-Loc Cao, Phat K. Huynh, Min Xu; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:76-84

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Optimizing Insulin Dosing for Type 1 Diabetes with Thyroid Dysfunction Using Q-Learning: A Personalized Approach to Chronic Disease Management

Jamell Dacon, Chukwulenyeudo Uwaeme, Chukwuemeka Obasi, Oluwasegun Soji-John, Oluwatobi Olajide, Marissa Savage, Iyinoluwa Ayodele, Oluwajomiloju King, Chelsea Minard, Michael Mosuro, Obaloluwa Wojuade, Nicholaus Somerville, Mikayla Brown, Abdulai Thomas Hallowell, Nyah Nunnally; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:85-93

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Manifold-Informed Cohort Discovery (MICD): A Framework for Uncovering Latent Risk Signals in Imbalanced Healthcare Data

Jamell Dacon, Chelsea Minard, Oluwatobi Olajide, Chukwulenyeudo Uwaeme, Chukwuemeka Obasi, Michael Mosuro, Oluwasegun Soji-John, Iyinoluwa Ayodele; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:94-101

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Integrating AI-Driven Triage into Digital Pharmacy Systems for Rational Antibiotic Use in Low-Resource Settings

Emon Ghosh, Md. Jobayer Rahman, Shamim Ahamed, Marium Salwa, Tahmina Foyez, Khondaker A. Mamun; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:102-109

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L2GNet: Optimal Local-to-Global Representation of Anatomical Structures for Generalized Medical Image Segmentation

Vandan Gorade, Rekha Singhal, Neethi Dasu, Sparsh Mittal, KC Santosh, Debesh Jha; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:110-116

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Clinical-R1: Empowering Large Language Models for Faithful and Comprehensive Reasoning with Clinical Objective Relative Policy Optimization

Boyang Gu, Hongjian Zhou, Bradley Max Segal, Jinge Wu, Zeyu Cao, Hantao Zhong, Lei Clifton, Fenglin Liu, David A. Clifton; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:117-126

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FedHypeVAE: Federated Learning with Hypernetwork-Generated Conditional VAEs for Differentially-Private Embedding Sharing

Sunny Gupta, Nikita Jangid, Amit Sethi; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:127-134

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FedNeuro: Multi-Site fMRI Analysis Using Hypernetwork Personalized and Privacy Enhanced Federated Learning

Sunny Gupta, Shambhavi Shanker, Amit Sethi; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:135-140

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Bridging the Gap in Malaria Diagnostics: An Attention-Centric YOLO Framework with Species-Specific Augmentation for Tiny Parasite Detection in Low-Resource Settings

Ahmed Tahiru Issah, Carine Mukamakuz; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:141-149

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Segmentation-Guided Radiology Report Generation for Pneumothorax Detection in Chest X-Rays

Yiming Jia, Ahmed T. Elboardy, Essam A. Rashed; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:150-158

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XIME3D: A Systematic Framework for Evaluating Explainable AI in 3D Medical Imaging under CT Image Pre-Processing Variations

Gizem Karagoz, Tanir Ozcelebi, Nirvana Meratnia; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:159-168

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All Required, In Order: Phase-Level Evaluation for AI–Human Dialogue in Healthcare and Beyond

Shubham Kulkarni, Alexander Lyzhov, Shiva Chaitanya, Preetam Joshi; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:169-180

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Towards Reliable Few-Shot Adaptation of Pathology Foundation Models via Conformal Prediction

Aditya Narendra, Subhankar Panda, Chandresh Kumar Maurya; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:181-190

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From Policy to Logic for Efficient and Interpretable Coverage Assessment

Rhitabrat Pokharel, Hamid Reza Hassanzadeh, Ameeta Agrawal; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:191-200

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AI-Instigated Human Oversight: Rethinking Human-in-the-Loop Safety in Clinical AI

Sera Singha Roy; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:201-209

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LightFusionNet: Lightweight Dual-Stream Network with Predictive Context Attention for Efficient Medical Image Fusion

Abhinav Sagar; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:210-218

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BUCAN: Bayesian Uncertainty-aware Classification with Attention Networks for Medical Images

Abhinav Sagar; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:219-228

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TAFIE: Transformer-Assisted Fusion with Integrated Entropy Attention for Multimodal Medical Imaging

Abhinav Sagar; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:229-238

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Radiation-Preserving Selective Imaging for Pediatric Hip Dysplasia: A Cross-Modal Ultrasound-Xray Policy with Limited Labels

Duncan Stothers, Ben Stothers, Emily Schaeffer, Kishore Mulpuri; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:239-246

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Prototype Learning for Out-of-Distribution Polyp Segmentation

Nikhil Kumar Tomar, Debesh Jha, Ulas Bagci; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:247-254

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GlucoGrapher: Sensor-Aware CGM Fusion with Mask-Aware Meta-Ensembles for Predicting Carbohydrate Caloric Ratio from Postprandial Glucose

Siddhant Ujjain, Pooja Singh, Ekta Srivastava, Ahmad Siraj Hashmi, Sandeep Kumar, Tapan Kumar Gandhi; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:255-264

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XAI-MeD: Explainable Knowledge Guided Neuro-Symbolic Framework for Domain Generalization and Rare Class Detection in Medical Imaging

Midhat Urooj, Ayan Banerjee, Sandeep Gupta; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:265-274

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VEIL: A Framework for Differentially Private, Interpretable, and Communication-Efficient Federated Learning

Sunith Vallabhaneni; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:275-283

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Iterative Refinement of Radiation Therapy Dose Distribution Prediction for Accelerated Partial Breast Irradiation via Plan Scoring

Ledi Wang, Rafe McBeth; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:284-292

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Agent-Memory Protocol: A Privacy-Focused Protocol for LLM Agents and User Memory Interaction

Junde Wu, Minhao Hu, Jiayuan Zhu, Jiaye Wang, Yueming Jin; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:293-301

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DualCPT: Dual-branch Modeling for Cellular Phenotype Transition

Lei Xin, Zhenglun Kong, Fukang Chen, Yuhao Zheng, Zeheng Wang, Hao Tang; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:302-312

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Domain-Specific Expert Pruning for Mixture-of-Experts LLMs

Juntao Yao, Huiyuan Zheng, Boyang Wang, Xiaohu Yu, Yibo Li, Shaosheng Cao, Donglin Di, Boyan Wang, Haoyun Zheng, Jinze Yu, Anjie Le, Hongcheng Guo; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:313-321

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The Need to Move Beyond Explainability Toward Chain-of-Thought Reasoning: A Focus on AI for Mammography

Yalda Zafari, Shahd Soliman, Essam A. Rahed, Mohamed Mabrok; Proceedings of The Second AAAI Bridge Program on AI for Medicine and Healthcare, PMLR 317:322-329

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