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Workshop Sat, Dec 6, 2025 • 8:00 AM – 5:00 PM PST

The Second Workshop on GenAI for Health: Potential, Trust, and Policy Compliance

Jiawei Xu ⋅ Tiange Xiang ⋅ Pranav Rajpurkar ⋅ Junyuan Hong ⋅ Changan Chen ⋅ Ehsan Adeli ⋅ Xiaoxiao Li ⋅ Georgios Pavlakos ⋅ Scott Delp ⋅ Fei-Fei Li ⋅ Ying Ding
Project Page [ OpenReview] 

Abstract

Video

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Schedule

Timezone: America/Los_Angeles
8:00 AM
Opening Remarks
Ying Ding
8:01 AM
Eric Topol (Scripps Research)
Eric Topol
8:15 AM
Tianlong Chen (UNC / hireEZ)
Tianlong Chen
8:30 AM
James Zou (Stanford)
James Zou
8:45 AM
Serena Yeung (Stanford)
Serena Yeung-Levy
9:30 AM
Fei Wang (Weill Cornell)
Fei Wang
9:45 AM
Ji Woong Kim (Stanford)
Ji Woong Kim
10:00 AM
Sharon Yixuan Li (UW-Madison)
Sharon Li
10:15 AM
Jimeng Sun (UIUC)
Jimeng Sun
10:30 AM
Diyi Yang (Stanford)
Diyi Yang
11:25 AM
Uncovering Intervention Opportunities for Suicide Prevention with Language Model Assistants
Jaspreet Ranjit ⋅ Hyundong Cho ⋅ Claire Smerdon ⋅ Yoonsoo Nam ⋅ Myles Phung ⋅ Jonathan May ⋅ John Blosnich ⋅ Swabha Swayamdipta
11:32 AM
Demo: Generative AI helps Radiotherapy Planning with User Preference
Riqiang Gao ⋅ Simon Arberet ⋅ Martin Kraus ⋅ Han Liu ⋅ Wilko Verbakel ⋅ Dorin Comaniciu ⋅ Florin Ghesu ⋅ Ali Kamen
11:39 AM
FairGRPO: Towards Fair Reasoning Foundation Models for Clinical Diagnosis
Shiqi Dai ⋅ David Dai ⋅ Jiaee Cheong ⋅ Paul Liang
11:46 AM
MedVAL: Toward Expert-Level Medical Text Validation with Language Models
Asad Aali ⋅ Vasiliki Bikia ⋅ Maya Varma ⋅ Nicole Chiou ⋅ Sophie Ostmeier ⋅ Arnav Singhvi ⋅ Magdalini Paschali ⋅ Ashwin Kumar ⋅ Andrew Johnston ⋅ Karimar Amador-Martinez ⋅ Eduardo Guerrero ⋅ Paola Rivera ⋅ Sergios Gatidis ⋅ Christian Bluethgen ⋅ Eduardo Reis ⋅ Eddy van Rilland ⋅ Poonam Hosamani ⋅ Kevin Keet ⋅ Minjoung Go ⋅ Evelyn Ling ⋅ David Larson ⋅ Curtis Langlotz ⋅ Roxana Daneshjou ⋅ Jason Hom ⋅ Sanmi Koyejo ⋅ Emily Alsentzer ⋅ Akshay Chaudhari
11:53 AM
H-DDx: A Hierarchical Evaluation Framework for Differential Diagnosis
Seungseop Lim ⋅ GiBaeg Kim ⋅ Hyunkyung Lee ⋅ Wooseok Han ⋅ Jean Seo ⋅ Jaehyo Yoo ⋅ Eunho Yang
3:15 PM
High-Fidelity Synthetic ECG Generation via Mel-Spectrogram Informed Diffusion Training
Zhuoyi Huang ⋅ Nutan Sahoo ⋅ anamika kumari ⋅ Girish Kumar ⋅ Kexuan Cai ⋅ Shixing Cao ⋅ Yue Kang ⋅ Tian Xia ⋅ Somya Sharma ⋅ Nicholas Hausman ⋅ Aidan Jay ⋅ Eric Rosenthal ⋅ Soundararajan Srinivasan ⋅ Sadid A. Hasan ⋅ Alex Fedorov ⋅ Sulaiman Vesal
3:22 PM
Unanchoring the Mind: AI-Guided Counterfactual Reasoning for Rare Disease Diagnosis
Yuting Yan ⋅ Yinghao Fu ⋅ Wendi Ren ⋅ Shuang Li
3:29 PM
Pandemic-Potential Viruses are a Blind Spot for Frontier Open-Source LLMs
Laura Luebbert ⋅ Yasha Ektefaie ⋅ Arya Rao ⋅ Colby Wilkason ⋅ Dolo Nosamiefan ⋅ Ben Fry ⋅ Christian Happi ⋅ Al Ozonoff ⋅ Pardis Sabeti
→ Demo: PharmaData-Agent: A Specialized Agent for Pharmaceutical Data Analysis
Zihan Guan ⋅ Hanyin Wang ⋅ Zhongliang Zhou ⋅ Qiaohui Zhou ⋅ Peining Tao ⋅ Junshui Ma
→ Modeling PTSD Trajectories with Conditional SVAEs and Syntetic Data Generation: Data-Efficient Prediction and Outcome-Specific Explainability
Mateus de Freitas ⋅ Ying Ding ⋅ Alexander Rasgon ⋅ Shuangyu Li ⋅ Zhan Chen ⋅ Yunyu Xiao
→ An Interactive Framework for Generating Clinical Data with Human Feedback
Yu Yang ⋅ Jiafeng Song ⋅ Zhishuai Liu ⋅ Henry Foote ⋅ Rishikesan Kamaleswaran ⋅ Pan Xu
→ Zero-Shot Large Language Model Agents for Fully Automated Radiotherapy Treatment Planning
Dongrong Yang ⋅ Xin Wu ⋅ Yibo Xie ⋅ Xinyi Li ⋅ Qiuwen Wu ⋅ jackie wu ⋅ Yang Sheng
→ Towards Synthesizing Normative Data for Cognitive Assessments Using Generative Multimodal Large Language Models
Victoria Yan ⋅ Honor Chotkowski ⋅ fengran wang ⋅ Xinhui Li ⋅ Carl Yang ⋅ Jiaying Lu ⋅ Runze Yan ⋅ Xiao Hu ⋅ Alex Fedorov
→ Examining the Vulnerability of Multi-Agent Medical Systems to Human Interventions for Clinical Reasoning
Benjamin Liu ⋅ Dillon Mehta ⋅ Rishi Malhotra ⋅ Adam Zobian ⋅ Yong Tan ⋅ Samir Chopra ⋅ Daniella Rand ⋅ Natalie Pang ⋅ Abhiram Gudimella ⋅ Raghav Thallapragada ⋅ Derek Jiu ⋅ Prisha Shah ⋅ Kevin Zhu
→ Demo: Guide-RAG: Evidence-Driven Corpus Curation for Retrieval-Augmented Generation in Long COVID
Philip DiGiacomo ⋅ Haoyang Wang ⋅ Jinrui Fang ⋅ Yan Leng ⋅ William Brode ⋅ Ying Ding
→ Demo: H2AI: A Framework for Experiential Learning and De-Risking Generative AI in Healthcare
Rohan Rani ⋅ Jacqueline Sandling ⋅ Francis Arellano ⋅ Nika Shroff ⋅ Yumin Gao
→ Beyond Distillation: Pushing the Limits of Medical LLM Reasoning with Minimalist Rule-Based RL
Che Liu ⋅ Haozhe Wang ⋅ Jiazhen Pan ⋅ Zhongwei Wan ⋅ Yong Dai ⋅ Fangzhen Lin ⋅ Wenjia Bai ⋅ Daniel Rueckert ⋅ Rossella Arcucci
→ MedBrowseComp: Benchmarking Medical Deep Research and Computer Use
Shan Chen ⋅ Pedro Moreira ⋅ Yuxin Xiao ⋅ Samuel Schmidgall ⋅ Jeremy Warner ⋅ Hugo Aerts ⋅ Tom Hartvigsen ⋅ Jack Gallifant ⋅ Danielle Bitterman
→ ChatThero: An LLM-Supported Chatbot for Behavior Change and Therapeutic Support in Addiction Recovery
Junda Wang ⋅ Zonghai Yao ⋅ Lingxi Li ⋅ Junhui Qian ⋅ Zhichao Yang ⋅ Hong Yu
→ Towards Application Aligned Synthetic Surgical Image Synthesis
Danush Kumar Venkatesh ⋅ Stefanie Speidel
→ MedAgentGym: Training LLM Agents for Code-Based Medical Reasoning at Scale
Ran Xu ⋅ Yuchen Zhuang ⋅ Yishan Zhong ⋅ Yue Yu ⋅ Robert Tang ⋅ Hang Wu ⋅ May Dongmei Wang ⋅ Peifeng Ruan ⋅ Donghan Yang ⋅ Tao Wang ⋅ Guanghua Xiao ⋅ Carl Yang ⋅ Yang Xie ⋅ Wenqi Shi
→ Demo: Orchestrating Large Language Model Agents and Resources for Medical Deep Research
Yuan Li ⋅ Claire Liu ⋅ Matthew Pan ⋅ Hengjin Zhu ⋅ Xijing Wang ⋅ Yingtao Luo
→ Demo: Sanitizing Medical Documents with Differential Privacy using Large Language Models
RUSHIL THAREJA ⋅ Gautam Gupta ⋅ Preslav Nakov ⋅ Praneeth Vepakomma ⋅ Nils Lukas
→ Leaps Beyond the Seen: Reinforced Reasoning Augmented Generation for Clinical Notes
Lo Pang-Yun Ting ⋅ Chengshuai Zhao ⋅ Yu-Hua Zeng ⋅ Yuan Lim ⋅ Kun-Ta Chuang ⋅ huan liu
→ The Biased Oracle: Assessing LLMs’ Understandability and Empathy in Medical Diagnoses
Jianzhou Yao ⋅ Shunchang Liu ⋅ Guillaume Drui ⋅ Rikard Pettersson ⋅ Alessandro Blasimme ⋅ Sara Kijewski
→ Can You Spot the Virtual Patient (VP)? Expert Evaluation, Turing Test, Linguistic Analysis, and Semantic Similarity Analysis
Reyhaneh Hosseinpourkhoshkbari ⋅ Wei-chen Huang ⋅ Suvel Muttreja ⋅ Richard M Golden
→ Physician Perceptions of Large Language Models in Clinical Practice: A Mixed-Methods Survey Study
Francis Arellano ⋅ Rohan Rani ⋅ Yumin Gao ⋅ Jacqueline Sandling ⋅ Emily Chen ⋅ Athena Nguyen ⋅ Deeya Garg ⋅ Zahra Ahmad ⋅ Nika Shroff ⋅ Katherine Barnes ⋅ Joshua Biro ⋅ Kristen Miller
→ QRad: Enhancing Radiology Report Generation by Captioning-to-VQA Reframing
Ying Jin ⋅ Noel Codella ⋅ Yanbo Xu ⋅ Yu Gu ⋅ Mu Wei ⋅ Haoquan Fang ⋅ Thomas Lin ⋅ Paul Vozila ⋅ Jenq-Neng Hwang
→ Ordinal Label-Distribution Learning with Constrained Asymmetric Priors for Imbalanced Retinal Grading
Nagur Shareef Shaik ⋅ Teja Cherukuri ⋅ Adnan Masood ⋅ Ehsan Adeli ⋅ Dong Ye
→ EuroRadQA: A Benchmark for Multimodal Differential Diagnosis in Radiology
Zonghai Yao ⋅ Benlu Wang ⋅ Junda Wang ⋅ Iris Xia ⋅ Yifan Zhang ⋅ Zhipeng Tang ⋅ Shuo Han ⋅ Feiyun ⋅ Zhichao Yang ⋅ Hong Yu
→ K-Stain: Keypoint-Driven Correspondence for H\&E-to-IHC Virtual Staining
Sicheng Yang ⋅ Zhaohu Xing ⋅ Haipeng Zhou ⋅ Lei Zhu
→ Demo: PeerCoPilot: A Language Model-Powered Assistant for Behavioral Health Organizations
Gao Mo ⋅ Naveen Raman ⋅ Megan Chai ⋅ Cindy Peng ⋅ Shannon Pagdon ⋅ Nev Jones ⋅ Hong Shen ⋅ Fei Fang
→ Bridging Graph and State-Space Modeling for Intensive Care Unit Length of Stay Prediction
Shuqi Zi ⋅ Haitz Sáez de Ocáriz Borde ⋅ Emma Rocheteau ⋅ Pietro Lió
→ Demo: Customizing Open-Source LLMs for Quantitative Medication Attribute Extraction across Heterogeneous EHR Systems
Zhe Fei ⋅ Mehmet Yigit Turali ⋅ Shreyas Rajesh ⋅ Xinyang Dai ⋅ Huyen Pham ⋅ Pavan Holur ⋅ Yuhui Zhu ⋅ Larissa Mooney ⋅ Yih-Ing Hser ⋅ vwani Roychowdhury
→ Multi-Turn LLM Systems for Diagnostic Decision-Making: Considerations, Biases, and Challenges
Benjamin Liu ⋅ Sejong Kim ⋅ Drona Thoka ⋅ Varun Puttagunta ⋅ Kaylin Sheng ⋅ Mark Li ⋅ Kiran Nijjer ⋅ Adnan Ahmed ⋅ Thi Le ⋅ Sai Gudiboina ⋅ Ali Ugur ⋅ Kevin Zhu
→ Position: Thematic Analysis of Unstructured Clinical Transcripts with Large Language Models
Seungjun Yi ⋅ Joakim Nguyen ⋅ Terence Lim ⋅ Andrew Well ⋅ Joseph Skrovan ⋅ Mehak Beri ⋅ YongGeon Lee ⋅ Kavita Radhakrishnan ⋅ Liu Leqi ⋅ Mia Markey ⋅ Ying Ding
→ Editing with AI: How Doctors Refine LLM-Generated Answers to Patient Queries
Rahul Sharma ⋅ Pragnya Ramjee ⋅ Kaushik Murali ⋅ Mohit Jain
→ Clinically Grounded Agent-based Report Evaluation: An Interpretable Metric for Radiology Report Generation
Radhika Dua ⋅ Young Joon Kwon ⋅ Siddhant Dogra ⋅ Daniel Freedman ⋅ Diana Ruan ⋅ Motaz Nashawaty ⋅ Danielle Rigau ⋅ Daniel Alber ⋅ Kang Zhang ⋅ Kyunghyun Cho ⋅ Eric Oermann
→ Mixture-of-Experts Guided Multi-Omic Integration for Gastrointestinal Cancer Subtype Prediction
Sajib Acharjee Dip ⋅ Uddip Shuvo ⋅ Dipanwita Mallick ⋅ Abrar Rahman Abir ⋅ Liqing Zhang
→ PAME-AI: Patient Messaging Creation and Optimization using Agentic AI
Junjie Luo ⋅ Yihong Guo ⋅ Anqi Liu ⋅ Ritu Agarwal ⋅ Guodong Gao
→ MedGUIDE: Benchmarking Clinical Decision-Making in Large Language Models
Xiaomin Li ⋅ Mingye Gao ⋅ Yuexing Hao ⋅ Taoran Li ⋅ Guangya Wan ⋅ Zihan Wang ⋅ Yijun Wang ⋅ Xupeng Chen
→ Traj-CoA: Patient Trajectory Modeling via Chain-of-Agents for Lung Cancer Risk Prediction
Sihang Zeng ⋅ Yujuan Fu ⋅ Sitong Zhou ⋅ Zixuan Yu ⋅ Lucas Liu ⋅ Jun Wen ⋅ Matthew Thompson ⋅ Ruth Etzioni ⋅ Meliha Yetisgen
→ Automatic Correction of AI Reports using Fact-Checking Model-guided LLMs
Raziuddin Mahmood ⋅ Pingkun Yan ⋅ Tanveer Syeda-Mahmood
→ Position: Ophthalmology as a Lens for Trustworthy GenAI in Europe: Uncertainty-Aware AI under the EU AI Act
Mariya Erokhina ⋅ Achref Doula ⋅ Lukas Gassendorf ⋅ Alejandro Sanchez Guinea
→ CancerGUIDE: Cancer Guideline Understanding via Internal Disagreement Estimation
Alyssa Unell ⋅ Noel Codella ⋅ J. Preston ⋅ Peniel Argaw ⋅ Wen-wai Yim ⋅ Zelalem Gero ⋅ Cliff Wong ⋅ Eric Horvitz ⋅ Amanda Hall ⋅ Rachel Zhong ⋅ Jiachen Li ⋅ Shrey Jain ⋅ Mu Wei ⋅ Matthew Lungren ⋅ Hoifung Poon
→ GRASP: Graph Reasoning Agents for Systems Pharmacology with Human-in-the-Loop
Omid Bazgir ⋅ Mohammad Jafarnejad ⋅ Vineeth Manthapuri ⋅ Ilia Rattsev
→ The Energy to Say No: Pre-Generation Abstention for Safety-Critical Medical RAG
Ravi Shankar ⋅ Sheng Wong ⋅ Lin Li ⋅ Magdalena Bachmann ⋅ Alex Silverthorne ⋅ Beth Albert ⋅ Gabriel Jones
→ Large Language Models as Medical Codes Selectors: a benchmark using the International Classification of Primary Care
Vinicius Anjos de Almeida ⋅ Vinicius de Camargo ⋅ Raquel Bravo ⋅ Kees van Boven ⋅ Egbert van der Haring ⋅ Marcelo Finger ⋅ Luis Lopez
→ HealthSLM-Bench: Benchmarking Small Language Models for Mobile and Wearable Healthcare Monitoring
Xin Wang ⋅ Ting Dang ⋅ Xinyu Zhang ⋅ Vassilis Kostakos ⋅ Michael Witbrock ⋅ Hong Jia
→ RPRO: Ranked Preference Reinforcement Optimization for Enhancing Medical QA and Diagnostic Reasoning
Chia-Hsuan Hsu ⋅ Jun-En Ding ⋅ Hsin-Ling Hsu ⋅ Chun-Chieh Liao ⋅ Feng Liu ⋅ Fang-Ming Hung
→ Natural Language Grounded Reinforcement Learning for Clinical Decision-Making in Virtual Patient Simulations
Niyel Hassan ⋅ Benjamin Liu ⋅ Chieh-Cheng Tsai ⋅ Jeffrey Jopling ⋅ Dana Lin ⋅ Edward Melcer ⋅ Cara Liebert
→ Position: Communities of Practice can be used to Address Challenges to Regulation and Governance of Generative AI in South East Asian Countries
Anthony Li ⋅ Premikha M ⋅ Ying Siow ⋅ Taufeeq Wahab ⋅ Muhamad Alfarizal ⋅ Ivan Koh ⋅ VIVEK JAYARAJ ⋅ Clive Tan
→ Position: Meta-Governance and Specialty Society Leadership Are Essential to Responsibly Implement Generative AI in Cardiovascular Care
Yumin Gao ⋅ Jacqueline Sandling ⋅ Francis Arellano ⋅ Zahra Ahmad ⋅ Rohan Rani ⋅ Deeya Garg ⋅ Emily Chen ⋅ Aamir Javaid ⋅ Francoise Marvel ⋅ Seth Martin ⋅ Raj Ratwani ⋅ Charles German
→ Vision-Language Reasoning for Burn Depth Assessment with Structured Diagnostic Hypotheses
Masudur Rahman ⋅ Mohamed Masry ⋅ Kristo Nuutila ⋅ Gayle Gordillo ⋅ Juan Wachs
→ Demo: Can Visual Stimulation Enhance Reminiscence-Therapy Chatbot?
Sofiia Kononovych ⋅ Ostap Kilbasovych ⋅ Kateryna Bilyk ⋅ Yuliia Vistak ⋅ Zhiwen Fan ⋅ Junyuan Hong
→ MedVLThinker: Simple Baselines for Multimodal Medical Reasoning
Xiaoke Huang ⋅ Juncheng Wu ⋅ Hui Liu ⋅ Xianfeng Tang ⋅ Yuyin Zhou
→ Hearing Health in Home Healthcare: Leveraging LLMs for Illness Scoring and ALMs for Vocal Biomarker Extraction
Yu-Wen Chen ⋅ William Ho ⋅ Sasha Vergez ⋅ Grace Flaherty ⋅ Pallavi Gupta ⋅ Zhihong Zhang ⋅ Maryam Zolnoori ⋅ Margaret McDonald ⋅ Maxim Topaz ⋅ Zoran Kostic ⋅ Julia Hirschberg
→ m1: Unleash the Potential of Test-Time Scaling for Medical Reasoning in Large Language Models
Xiaoke Huang ⋅ Juncheng Wu ⋅ Hui Liu ⋅ Xianfeng Tang ⋅ Yuyin Zhou
→ Demo: Statistically Significant Results on Biases and Errors of LLMs Do Not Guarantee Generalizable Results
Jonathan Liu ⋅ Damianos Karakos ⋅ Mark Dredze ⋅ Jonathan Lasko ⋅ Haoling Qiu ⋅ Mahsa Yarmohammadi
→ Position: AI-Driven Risk Stratification is Essential for Affordable Early Detection of Cancer
Mohammad Asif Khan ⋅ Daniel Ritter ⋅ Duncan Forster ⋅ Moshir Harsh ⋅ Chunlei Zheng ⋅ Abdullah Kuziez ⋅ Rose Orenbuch ⋅ Artem Gazizov ⋅ Debora Marks ⋅ Nathanael Fillmore ⋅ Chris Sander
→ Using LLM-as-a-Judge/Jury to Advance Scalable, Clinically-Validated Safety Evaluations of Model Responses to Users Demonstrating Psychosis
May Reese ⋅ Markela Zeneli ⋅ Mindy Ng ⋅ Jacob Haimes ⋅ Andreea Damien ⋅ Elizabeth Stade
→ Scalable Whole-Slide Vision-Language Modeling with Learned Token Pruning
Ali Kerem Bozkurt ⋅ Barış Bakay ⋅ Ibrahim Kulac ⋅ Cigdem Gunduz-Demir ⋅ Erkut Erdem ⋅ Aykut Erdem
→ When the Domain Expert Has No Time and the LLM Developer Has No Clinical Expertise: Real-World Lessons from LLM Co-Design in a Safety-Net Hospital
Avni Kothari ⋅ Patrick Vossler ⋅ Jean Digitale ⋅ Seyed Forouzannia ⋅ Melanie Molina ⋅ Elise Rosenberg, MSW ⋅ Michele Lee ⋅ Jenee Bryant ⋅ James Marks ⋅ Lucas Zier ⋅ Jean Feng
→ Demo: Medbot, A Practical Tool Built by Clinicians for Clinicians to Leverage AI Agents to Enhance Clinical Practice
Anthony Li ⋅ Antonio Bandeira ⋅ Niroj Bhandari ⋅ Rahul Gorijavolu ⋅ Aaron Kang ⋅ Jasmine Zhang ⋅ Alvin Hein ⋅ March Chen
→ Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning
Ji Young Byun ⋅ Young-Jin Park ⋅ Navid Azizan ⋅ Rama Chellappa
→ Balancing Safety and Helpfulness in Healthcare AI Assistants through Iterative Preference Alignment
Huy Nghiem ⋅ Swetasudha Panda ⋅ Devashish Khatwani ⋅ Huy Nguyen ⋅ Krishnaram Kenthapadi ⋅ Hal Daumé III
→ Demo: Building Maternal Health LLMs for Low-Resource Settings
Lyvia Lusiji ⋅ Stanslaus Mwongela ⋅ Francesco Piccinno ⋅ Jay Patel ⋅ Stephen Obonyo ⋅ Ellen Sebastian ⋅ Annalisa Pawlosky ⋅ Mfoniso Ukwak ⋅ Kelvin Ndambuki ⋅ Sylvia Mbugua ⋅ Sathy Rajasekharan ⋅ Dennis Troper
→ Reliable or Risky? Assessing Diffusion Models for Biomedical Data Generation
Abdalrahman Alblwi ⋅ Qile Wang ⋅ Norbert Zolek ⋅ Matthew Mauriello ⋅ Kenneth Barner
→ Position: CARE-RAG: Clinical Assessment and Reasoning in RAG
Deepthi Potluri Potluri ⋅ Aby Mathew ⋅ Alexander Rasgon ⋅ Jef DeWitt ⋅ Yide Hao ⋅ Joseph McGrath ⋅ Junyuan Hong ⋅ D Newport ⋅ Charles Nemeroff ⋅ Greg Muller ⋅ Ying Ding
→ Application of Whisper in Clinical Practice: the Post-Stroke Speech Assessment during a Naming Task
Milena Davudova ⋅ Ziyuan Cai ⋅ Valentina Giunchiglia ⋅ Dragos-Cristian Gruia ⋅ Giulia Sanguedolce ⋅ Adam Hampshire ⋅ Fatemeh Geranmayeh
→ Brittleness and Promise: Knowledge Graph–Based Reward Modeling for Diagnostic Reasoning
Saksham Khatwani ⋅ He Cheng ⋅ Majid Afshar ⋅ Dmitriy Dligach ⋅ Yanjun Gao
→ Shallow Robustness, Deep Vulnerabilities: Multi-Turn Evaluation of Medical LLMs
Blazej Manczak ⋅ Eric Lin ⋅ Francisco Eiras ⋅ James O' Neill ⋅ Vaikkunth Mugunthan
→ Demo: Clinically Diverse Chest X-ray Synthesis via Cross-Modal Conditioning
Hassan Hamidi ⋅ Salamata Konate ⋅ Sara Hassani ⋅ Andrew Sellergren ⋅ Ali Sadeghi-Naini ⋅ Laleh Seyyed-Kalantari