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Workshop

GenAI for Health: Potential, Trust and Policy Compliance

Junyuan Hong ⋅ Pranav Rajpurkar ⋅ Jason Fries ⋅ Marina Sirota ⋅ Ying Ding
Project Page [ OpenReview] 

Abstract

Video

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Schedule

Timezone: America/Los_Angeles
8:15 AM
Opening Remarks
Ying Ding
8:20 AM
Keynote: Daguang Xu
Daguang Xu
8:40 AM
Keynote: Tanveer Syeda-Mahmood
Tanveer Syeda-Mahmood
9:00 AM
Keynote: James Zou
James Zou
9:20 AM
Coffee Break
9:50 AM
Keynote: David Sontag
David Sontag
10:10 AM
Keynote: Ying Ding
Zachary Lipton ⋅ Ying Ding
10:30 AM
Demographic Bias of Expert-Level Vision-Language Foundation Models in Medical Imaging
Yuzhe Yang ⋅ Yujia Liu ⋅ Xin Liu ⋅ Avanti Gulhane ⋅ Domenico Mastrodicasa ⋅ Wei Wu ⋅ Edward Wang ⋅ Dushyant Sahani ⋅ Shwetak Patel
10:40 AM
PATIENT-Ψ: Using Large Language Models to Simulate Patients for Training Mental Health Professionals
Ruiyi Wang ⋅ Stephanie Milani ⋅ Jamie Chiu ⋅ Jiayin Zhi ⋅ Shaun Eack ⋅ Travis Labrum ⋅ Samuel Murphy ⋅ Nev Jones ⋅ Kate Hardy ⋅ Hong Shen ⋅ Fei Fang ⋅ Zhiyu Chen
10:50 AM
Hippocrates: An Open-Source Framework for Advancing Large Language Models in Healthcare
Emre Can Acikgoz ⋅ Osman Batur İnce ⋅ Rayene Bech ⋅ Arda Boz ⋅ Ilker Kesen ⋅ Aykut Erdem ⋅ Erkut Erdem
11:00 AM
Position: Participatory Assessment of Large Language Model Applications in an Academic Medical Center
Giorgia Carra ⋅ Bogdan Kulynych ⋅ François Bastardot ⋅ Daniel Kaufmann ⋅ Noémie Boillat-Blanco ⋅ Jean Raisaro
11:10 AM
Keynote: Sarita Joshi and Ayo Adedeji
Sarita Joshi ⋅ Ayo Adedeji
11:30 AM
Panel
Jason Fries ⋅ Daguang Xu ⋅ Tanveer Syeda-Mahmood ⋅ James Zou ⋅ David Sontag ⋅ Zachary Lipton ⋅ Sarita Joshi ⋅ Ayo Adedeji
12:10 PM
Lunch Break
1:00 PM
Poster Session
2:00 PM
Keynote: Bo Li
Bo Li
2:20 PM
Keynote: Yuyin Zhou
Yuyin Zhou
2:40 PM
Keynote: Sanmi Koyejo
Sanmi Koyejo
3:00 PM
Keynote: Connor T. Jerzak
Connor T. Jerzak
3:30 PM
Keynote: Snehalkumar 'Neil' Gaikwad
Snehalkumar Gaikwad
3:50 PM
Keynote: Su-In Lee
Su-In Lee
4:10 PM
Coffee Break
4:20 PM
Poster Session
4:50 PM
Award Ceremony
Ying Ding
4:55 PM
Panel
Ying Ding ⋅ Bo Li ⋅ Yuyin Zhou ⋅ Sanmi Koyejo ⋅ Connor T. Jerzak ⋅ Snehalkumar Gaikwad
Contextual evaluation of Large Language Models for Classifying Tropical and Infectious Diseases
Mercy Asiedu ⋅ Nenad Tomasev ⋅ Chintan Ghate ⋅ Tiya Tiyasirichokchai ⋅ Awa Dieng ⋅ Oluwatosin Akande ⋅ Geoffrey Siwo ⋅ Steve Adudans ⋅ Sylvanus Aitkins ⋅ Odianosen Ehiakhamen ⋅ Eric Ndombi ⋅ Katherine Heller
DEMO: A Scalable Artificial Intelligence Framework for Rapid EGFR Mutation Screening in Lung Cancer
Neeraj Kumar ⋅ Swaraj Nanda ⋅ Siddharth Shriram Singi ⋅ Gabriele Campanella ⋅ Thomas Fuchs ⋅ Chad Vanderbilt
Position Paper On Diagnostic Uncertainty Estimation from Large Language Models: Next-Word Probability Is Not Pre-test Probability
Yanjun Gao ⋅ Skatje Myers ⋅ Shan Chen ⋅ Dmitriy Dligach ⋅ Timothy Miller ⋅ Danielle Bitterman ⋅ Guanhua Chen ⋅ Anoop Mayampurath ⋅ Matthew Churpek ⋅ Majid Afshar
Private Text Generation by Seeding Large Language Model Prompts
Supriya Nagesh ⋅ Justin Chen ⋅ Nina Mishra ⋅ Tal Wagner
Enhancing Medical VQA with Multimodal Determination Rationales
Xiaotang Gai ⋅ Chenyi Zhou ⋅ Jiaxiang Liu ⋅ YANG FENG ⋅ Jian Wu ⋅ Zuozhu Liu
Demo: Interactive Visualization of Semantic Relationships in a Biomedical Project's Talent Knowledge Graph
Jiawei Xu ⋅ Zhandos Sembay ⋅ Swathi Thaker ⋅ Pamela Payne-Foster ⋅ Jake Chen ⋅ Ying Ding
Conditioning 3D Diffusion Models with 2D Images: Towards Standardized OCT Volumes through En Face-Informed Super-Resolution
Coen de Vente ⋅ Mohammad Islam ⋅ Philippe Valmaggia ⋅ Carel Hoyng ⋅ Adnan Tufail ⋅ Clarisa Sanchez
TRIAGE: Ethical Benchmarking of AI Models Through Mass Casualty Simulations
Nathalie Kirch ⋅ Konstantin Hebenstreit ⋅ Matthias Samwald
Medical question-generation for pre-consultation with LLM in-context learning
Caleb Winston ⋅ Cleah Winston ⋅ Claris Winston ⋅ Chloe Winston
Demo Track: Directing Generalist Vision-Language Models to Interpret Medical Images Across Populations
Luke Sagers ⋅ Aashna Shah ⋅ Sonnet Xu ⋅ Roxana Daneshjou ⋅ Arjun Manrai
Position: Transparent Reporting for Healthcare GenAI
Arinbjörn Kolbeinsson ⋅ Benedikt Kolbeinsson
Memorize and Rank: Elevating Large Language Models for Clinical Diagnosis Prediction
Mingyu Derek Ma ⋅ Mandy Wang ⋅ Yijia Xiao ⋅ Anthony Cuturrufo ⋅ Vijay Nori ⋅ Eran Halperin ⋅ Wei Wang
ClinicalBench: Can LLMs Beat Traditional ML Models in Clinical Prediction?
Canyu Chen ⋅ Jian Yu ⋅ Shan Chen ⋅ Che Liu ⋅ Zhongwei Wan ⋅ Danielle Bitterman ⋅ Fei Wang ⋅ Kai Shu
TrialSynth: Generation of Synthetic Sequential Clinical Trial Data
Chufan Gao ⋅ Mandis Beigi ⋅ Afrah Shafquat ⋅ Jacob Aptekar ⋅ Jimeng Sun
Evaluating Explanations Through LLMs: Beyond Traditional User Studies
Francesco Bombassei De Bona ⋅ Gabriele Dominici ⋅ Tim Miller ⋅ Marc Langheinrich ⋅ Martin Gjoreski
Prioritization Strategies for LLM-Designed Restless Bandit Rewards in Public Health
Shresth Verma ⋅ Niclas Boehmer ⋅ Lingkai Kong ⋅ Milind Tambe
Position: Addressing Ethical Challenges and Safety Risks in GenAI-Powered Brain-Computer Interfaces
Konstantinos Barmpas ⋅ Georgios Zoumpourlis ⋅ Yannis Panagakis ⋅ Dimitrios Adamos ⋅ N Laskaris ⋅ Stefanos Zafeiriou
Time-Aware GAN for Uptake Time Correction and Standard Uptake Value Harmonization in Dynamic PET Imaging
Xueqi Guo ⋅ Vijay Shah ⋅ David Pigg ⋅ Guenther J. G. Platsch ⋅ Xiongchao Chen ⋅ Huidong Xie ⋅ Weijie Gan ⋅ Nicha Dvornek ⋅ Chi Liu ⋅ Gerardo Hermosillo ⋅ Lauren Partin ⋅ Bruce Spottiswoode
Demo: An Exploration of LLM-Guided Conversation in Reminiscence Therapy
Jinhao Duan ⋅ Xinyu Zhao ⋅ Zhuoxuan Zhang ⋅ Eunhye Ko ⋅ Lily Boddy ⋅ Chenan Wang ⋅ Tianhao Li ⋅ Alexander Rasgon ⋅ Junyuan Hong ⋅ Min Kyung Lee ⋅ Chenxi Yuan ⋅ Qi Long ⋅ Ying Ding ⋅ Tianlong Chen ⋅ Kaidi Xu
Demo: Harnessing Generative AI for Comprehensive Evaluation of Medical Imaging AI
Yisak Kim ⋅ Seunghyun Jang ⋅ Soyeon Kim ⋅ Kyungmin Jeon ⋅ Chang Min Park
MED-OMIT: Extrinsically-Focused Evaluation Metric for Omissions in Medical Summarization
Elliot Schumacher ⋅ Daniel Rosenthal ⋅ Dhruv Naik ⋅ Varun Nair ⋅ Luladay Price ⋅ Geoffrey Tso ⋅ Anitha Kannan
Can Generic LLMs Help Analyze Child-Adult Interactions Involving Children with Autism in Clinical Observation?
Tiantian Feng ⋅ Anfeng Xu ⋅ Rimita Lahiri ⋅ Sudarsana Kadiri ⋅ Helen Tager-Flusberg ⋅ So Kim ⋅ Somer Bishop ⋅ Catherine Lord ⋅ Shrikanth Narayanan