Workshop
GenAI for Health: Potential, Trust and Policy Compliance
Junyuan Hong 路 Pranav Rajpurkar 路 Jason Fries 路 Marina Sirota 路 Ying Ding
East Meeting Room 16
Sat 14 Dec, 8:15 a.m. PST
Generative AI (GenAI) emerged as a strong tool that can revolutionize healthcare and medicine. Yet the public trust in using GenAI for health is not well established due to its potential vulnerabilities and insufficient compliance with health policies. The workshop aims to gather machine learning researchers and healthcare/medicine experts from both academia and industry to explore the transformative potential of GenAI for health. We will delve into the trustworthiness risks and mitigation of cutting-edge GenAI technologies applicable in health applications, such as Large Language Models, and multi-modality large models. By fostering multidisciplinary communication with experts in government policies, this workshop seeks to advance the integration of GenAI in healthcare, ensuring safe, effective, ethical, and policy-compliant deployment to enhance patient outcomes and clinical research.
Schedule
Sat 8:15 a.m. - 8:20 a.m.
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Opening Remarks
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Intro
)
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SlidesLive Video |
Ying Ding 馃敆 |
Sat 8:20 a.m. - 8:40 a.m.
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Keynote: Daguang Xu
(
Invited Talk
)
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SlidesLive Video |
Daguang Xu 馃敆 |
Sat 8:40 a.m. - 9:00 a.m.
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Keynote: Tanveer Syeda-Mahmood
(
Invited Talk
)
>
SlidesLive Video |
Tanveer Syeda-Mahmood 馃敆 |
Sat 9:00 a.m. - 9:20 a.m.
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Keynote: James Zou
(
Invited Talk
)
>
SlidesLive Video |
James Zou 馃敆 |
Sat 9:20 a.m. - 9:50 a.m.
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Coffee Break
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馃敆 |
Sat 9:50 a.m. - 10:10 a.m.
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Keynote: David Sontag
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Invited Talk
)
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SlidesLive Video |
David Sontag 馃敆 |
Sat 10:10 a.m. - 10:30 a.m.
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Keynote: Ying Ding
(
Invited Talk
)
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SlidesLive Video |
Zachary Lipton 路 Ying Ding 馃敆 |
Sat 10:30 a.m. - 10:40 a.m.
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Demographic Bias of Expert-Level Vision-Language Foundation Models in Medical Imaging
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Oral
)
>
link
SlidesLive Video |
Yuzhe Yang 路 Yujia Liu 路 Xin Liu 路 Avanti Gulhane 路 Domenico Mastrodicasa 路 Wei Wu 路 Edward Wang 路 Dushyant Sahani 路 Shwetak Patel 馃敆 |
Sat 10:40 a.m. - 10:50 a.m.
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PATIENT-唯: Using Large Language Models to Simulate Patients for Training Mental Health Professionals
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Oral
)
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link
SlidesLive Video |
12 presentersRuiyi Wang 路 Stephanie Milani 路 Jamie Chiu 路 Jiayin Zhi 路 Shaun Eack 路 Travis Labrum 路 Samuel Murphy 路 Nev Jones 路 Kate Hardy 路 Hong Shen 路 Fei Fang 路 Zhiyu Chen |
Sat 10:50 a.m. - 11:00 a.m.
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Hippocrates: An Open-Source Framework for Advancing Large Language Models in Healthcare
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Oral
)
>
link
SlidesLive Video |
Emre Can Acikgoz 路 Osman Batur 陌nce 路 Rayene Bech 路 Arda Boz 路 Ilker Kesen 路 Aykut Erdem 路 Erkut Erdem 馃敆 |
Sat 11:00 a.m. - 11:10 a.m.
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Position: Participatory Assessment of Large Language Model Applications in an Academic Medical Center
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Oral
)
>
link
SlidesLive Video |
Giorgia Carra 路 Bogdan Kulynych 路 Fran莽ois Bastardot 路 Daniel Kaufmann 路 No茅mie Boillat-Blanco 路 Jean Raisaro 馃敆 |
Sat 11:10 a.m. - 11:30 a.m.
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Keynote: Sarita Joshi and Ayo Adedeji
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Invited Talk
)
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SlidesLive Video |
Sarita Joshi 路 Ayo Adedeji 馃敆 |
Sat 11:30 a.m. - 12:10 p.m.
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Panel
(
Panel
)
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SlidesLive Video |
Jason Fries 路 Daguang Xu 路 Tanveer Syeda-Mahmood 路 James Zou 路 David Sontag 路 Zachary Lipton 路 Sarita Joshi 路 Ayo Adedeji 馃敆 |
Sat 12:10 p.m. - 1:00 p.m.
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Lunch Break
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馃敆 |
Sat 1:00 p.m. - 1:50 p.m.
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Poster Session
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Poster
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馃敆 |
Sat 1:50 p.m. - 2:00 p.m.
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Invited Talk: Morse & ARCLab (Winner from NeurIPS 2024 LLM Privacy Challenge)
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Invited Talk
)
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SlidesLive Video |
Wenlong Meng 馃敆 |
Sat 2:00 p.m. - 2:20 p.m.
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Keynote: Bo Li
(
Invited Talk
)
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SlidesLive Video |
Bo Li 馃敆 |
Sat 2:20 p.m. - 2:40 p.m.
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Keynote: Yuyin Zhou
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Invited Talk
)
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SlidesLive Video |
Yuyin Zhou 馃敆 |
Sat 2:40 p.m. - 3:00 p.m.
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Keynote: Sanmi Koyejo
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Invited Talk
)
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SlidesLive Video |
Sanmi Koyejo 馃敆 |
Sat 3:00 p.m. - 3:30 p.m.
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Keynote: Connor T. Jerzak
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Invited Talk
)
>
SlidesLive Video |
Connor T. Jerzak 馃敆 |
Sat 3:30 p.m. - 3:50 p.m.
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Keynote: Snehalkumar 'Neil' Gaikwad
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Invited Talk
)
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Snehalkumar Gaikwad 馃敆 |
Sat 3:50 p.m. - 4:10 p.m.
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Keynote: Su-In Lee
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Invited Talk
)
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SlidesLive Video |
Su-In Lee 馃敆 |
Sat 4:10 p.m. - 4:20 p.m.
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Coffee Break
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馃敆 |
Sat 4:20 p.m. - 4:50 p.m.
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Poster Session
(
Poster Session
)
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馃敆 |
Sat 4:50 p.m. - 4:55 p.m.
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Award Ceremony
(
Award Ceremony
)
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SlidesLive Video |
Ying Ding 馃敆 |
Sat 4:55 p.m. - 5:30 p.m.
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Panel
(
Panel
)
>
SlidesLive Video |
Ying Ding 路 Bo Li 路 Yuyin Zhou 路 Sanmi Koyejo 路 Connor T. Jerzak 路 Snehalkumar Gaikwad 馃敆 |
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Contextual evaluation of Large Language Models for Classifying Tropical and Infectious Diseases ( Poster ) > link |
12 presentersMercy Asiedu 路 Nenad Tomasev 路 Chintan Ghate 路 Tiya Tiyasirichokchai 路 Awa Dieng 路 Oluwatosin Akande 路 Geoffrey Siwo 路 Steve Adudans 路 Sylvanus Aitkins 路 Odianosen Ehiakhamen 路 Eric Ndombi 路 Katherine Heller |
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DEMO: A Scalable Artificial Intelligence Framework for Rapid EGFR Mutation Screening in Lung Cancer ( Poster ) > link | Neeraj Kumar 路 Swaraj Nanda 路 Siddharth Shriram Singi 路 Gabriele Campanella 路 Thomas Fuchs 路 Chad Vanderbilt 馃敆 |
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Position: Open and Closed Large Language Models in Healthcare ( Poster ) > link | Jiawei Xu 路 Ying Ding 路 Yi Bu 馃敆 |
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Position Paper On Diagnostic Uncertainty Estimation from Large Language Models: Next-Word Probability Is Not Pre-test Probability ( Poster ) > link | Yanjun Gao 路 Skatje Myers 路 Shan Chen 路 Dmitriy Dligach 路 Timothy Miller 路 Danielle Bitterman 路 Guanhua Chen 路 Anoop Mayampurath 路 Matthew Churpek 路 Majid Afshar 馃敆 |
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ProtDiff: Function-Conditioned Masked Diffusion Models for Robust Directed Protein Generation ( Poster ) > link | Vishrut Thoutam 路 Dina Ellsworth 馃敆 |
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Private Text Generation by Seeding Large Language Model Prompts ( Poster ) > link | Supriya Nagesh 路 Justin Chen 路 Nina Mishra 路 Tal Wagner 馃敆 |
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Enhancing Medical VQA with Multimodal Determination Rationales ( Poster ) > link | Xiaotang Gai 路 Chenyi Zhou 路 Jiaxiang Liu 路 YANG FENG 路 Jian Wu 路 Zuozhu Liu 馃敆 |
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Demo: Interactive Visualization of Semantic Relationships in a Biomedical Project's Talent Knowledge Graph ( Poster ) > link | Jiawei Xu 路 Zhandos Sembay 路 Swathi Thaker 路 Pamela Payne-Foster 路 Jake Chen 路 Ying Ding 馃敆 |
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SynEHRgy: Synthesizing Mixed-Type Structured Electronic Health Records using Decoder-Only Transformers ( Poster ) > link | Hojjat Karami 路 David Atienza 路 Anisoara Paraschiv-Ionescu 馃敆 |
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Conditioning 3D Diffusion Models with 2D Images: Towards Standardized OCT Volumes through En Face-Informed Super-Resolution ( Poster ) > link | Coen de Vente 路 Mohammad Islam 路 Philippe Valmaggia 路 Carel Hoyng 路 Adnan Tufail 路 Clarisa Sanchez 馃敆 |
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TRIAGE: Ethical Benchmarking of AI Models Through Mass Casualty Simulations ( Poster ) > link | Nathalie Kirch 路 Konstantin Hebenstreit 路 Matthias Samwald 馃敆 |
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Medical question-generation for pre-consultation with LLM in-context learning ( Poster ) > link | Caleb Winston 路 Cleah Winston 路 Claris Winston 路 Chloe Winston 馃敆 |
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Demo Track: Directing Generalist Vision-Language Models to Interpret Medical Images Across Populations ( Poster ) > link | Luke Sagers 路 Aashna Shah 路 Sonnet Xu 路 Roxana Daneshjou 路 Arjun Manrai 馃敆 |
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Position: Transparent Reporting for Healthcare GenAI ( Poster ) > link | Arinbj枚rn Kolbeinsson 路 Benedikt Kolbeinsson 馃敆 |
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Memorize and Rank: Elevating Large Language Models for Clinical Diagnosis Prediction ( Poster ) > link | Mingyu Derek Ma 路 Mandy Wang 路 Yijia Xiao 路 Anthony Cuturrufo 路 Vijay Nori 路 Eran Halperin 路 Wei Wang 馃敆 |
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Explainable AI for computational pathology identifies model limitations and tissue biomarkers ( Poster ) > link | Jakub Roman Kaczmarzyk 路 Joel Saltz 路 Peter Koo 馃敆 |
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Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA ( Poster ) > link | Qianqi Yan 路 Xuehai He 路 Xiang Yue 路 Xin Eric Wang 馃敆 |
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ClinicalBench: Can LLMs Beat Traditional ML Models in Clinical Prediction? ( Poster ) > link | Canyu Chen 路 Jian Yu 路 Shan Chen 路 Che Liu 路 Zhongwei Wan 路 Danielle Bitterman 路 Fei Wang 路 Kai Shu 馃敆 |
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TrialSynth: Generation of Synthetic Sequential Clinical Trial Data ( Poster ) > link | Chufan Gao 路 Mandis Beigi 路 Afrah Shafquat 路 Jacob Aptekar 路 Jimeng Sun 馃敆 |
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Fact-Aware Multimodal Retrieval Augmentation for Accurate Medical Radiology Report Generation ( Poster ) > link | Liwen Sun 路 James Zhao 路 Wenjing Han 路 Chenyan Xiong 馃敆 |
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Evaluating Explanations Through LLMs: Beyond Traditional User Studies ( Poster ) > link | Francesco Bombassei De Bona 路 Gabriele Dominici 路 Tim Miller 路 Marc Langheinrich 路 Martin Gjoreski 馃敆 |
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Prioritization Strategies for LLM-Designed Restless Bandit Rewards in Public Health ( Poster ) > link | Shresth Verma 路 Niclas Boehmer 路 Lingkai Kong 路 Milind Tambe 馃敆 |
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Position: Addressing Ethical Challenges and Safety Risks in GenAI-Powered Brain-Computer Interfaces ( Poster ) > link | Konstantinos Barmpas 路 Georgios Zoumpourlis 路 Yannis Panagakis 路 Dimitrios Adamos 路 N Laskaris 路 Stefanos Zafeiriou 馃敆 |
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Time-Aware GAN for Uptake Time Correction and Standard Uptake Value Harmonization in Dynamic PET Imaging ( Poster ) > link |
12 presentersXueqi Guo 路 Vijay Shah 路 David Pigg 路 Guenther J. G. Platsch 路 Xiongchao Chen 路 Huidong Xie 路 Weijie Gan 路 Nicha Dvornek 路 Chi Liu 路 Gerardo Hermosillo 路 Lauren Partin 路 Bruce Spottiswoode |
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Poster: Leveraging Large Language Models for Zero-Shot Detection and Mitigation of Data Poisoning in Wearable AI Systems ( Poster ) > link | Malithi Mithsara Wanniarachchi Kankanamge 路 Abdur Shahid 路 Ning Yang 馃敆 |
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Demo: An Exploration of LLM-Guided Conversation in Reminiscence Therapy ( Poster ) > link |
15 presentersJinhao Duan 路 Xinyu Zhao 路 Zhuoxuan Zhang 路 Eunhye Ko 路 Lily Boddy 路 Chenan Wang 路 Tianhao Li 路 Alexander Rasgon 路 Junyuan Hong 路 Min Kyung Lee 路 Chenxi Yuan 路 Qi Long 路 Ying Ding 路 Tianlong Chen 路 Kaidi Xu |
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Position: Generative AI policy and governance considerations for health security in Southeast Asia ( Poster ) > link | Thomas F Burns 馃敆 |
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Demo: Harnessing Generative AI for Comprehensive Evaluation of Medical Imaging AI ( Poster ) > link | Yisak Kim 路 Seunghyun Jang 路 Soyeon Kim 路 Kyungmin Jeon 路 Chang Min Park 馃敆 |
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MED-OMIT: Extrinsically-Focused Evaluation Metric for Omissions in Medical Summarization ( Poster ) > link | Elliot Schumacher 路 Daniel Rosenthal 路 Dhruv Naik 路 Varun Nair 路 Luladay Price 路 Geoffrey Tso 路 Anitha Kannan 馃敆 |
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Can Generic LLMs Help Analyze Child-Adult Interactions Involving Children with Autism in Clinical Observation? ( Poster ) > link | Tiantian Feng 路 Anfeng Xu 路 Rimita Lahiri 路 Sudarsana Kadiri 路 Helen Tager-Flusberg 路 So Kim 路 Somer Bishop 路 Catherine Lord 路 Shrikanth Narayanan 馃敆 |
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Matchmaker: Self-Improving Large Language Model Programs for Schema Matching ( Poster ) > link | Nabeel Seedat 路 Mihaela van der Schaar 馃敆 |
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Position: Classifying GenAI under the European Union鈥檚 Medical Device Regulation ( Poster ) > link | Arinbj枚rn Kolbeinsson 馃敆 |