Accepted Papers

Spotlight

Towards Transparent Reward Design in Clinical Reinforcement Learning

Caro Strickland, Baptiste Bonin, Audrey Durand | Paper

Tracing Bias Propagation Across Subgroups in Federated Learning

Tirathraj Ramburn, Afaf Taik, Farnoosh Ghadiri | Paper

Two for One: Privileged Bilateral Learning for Monocular Retinal Disease Classification

Lisa Y.W. Tang | Paper

Damned if You Do(n't): How Epistemic Technology Spoils Expertise

Ayman Ajaj, Mayur Joshi, Mathieu Bouchard | Paper

Posters

Complementary Vulnerabilities: Auditing and Governing Clinician-LLM Error Overlap

Mohsen Amoei, Kathleen Fraser, Dan Poenaru | Paper

Gated Knowledge-Guided Prototype Transfer for Zero-Support Medical Vision Language Model

Sumaiya Fazal, Rizwan Qureshi, Laleh Behjat, Samira Ebrahimi Kahou | Paper

Query Logs Are Patient Records: An Unguarded Attack Surface in Clinical RAG, and a Privacy-Preserving Pipeline

Louis Tremblay Thibault, Sofiane Azogagh, Marc-Olivier Killijian, Ulrich Aivodji | Paper

Visual Acuity Improvement Prediction in Neovascular Age-Related Macular Degeneration

Hadi Moazen, Melanie Hebert, Alaa Eddine Ayadi, Ali Dirani, Audrey Durand | Paper

From Canon to Nikon: Camera Domain Shift and Potential Equity Implications in Retinal AI

Lisa Y.W. Tang | Paper

Prevalence, Thresholds, and Subgroup Performance Gaps in Clinical Prediction Models Across Five Public Datasets

Zavash Ghorbanpourbaboli, Arina Afshar, Elham Jangravi, Mohammed Ayoub Alaoui Mhamdi, Russell Butler | Paper

Implementing Ambient Artificial Intelligence (AI) Scribes in Hospital-based Specialty Care: A Mixed-Methods Evaluation on Administrative Burden and Clinical Workflows

Nishila Mehta, Emily Ha, Andrew Gordon, Rodica Balaci, Onil Bhattacharya, Geetha Mukerji | Paper

Diagnosing Low-Confidence Patient Profiles via Localized Harmful Covariate Shift Detection

Olivier Lefebvre, Hakima Laribi, Dan Poenaru, Martin Vallieres | Paper

TRACE: Temporal Risk Assessment and Concept Editing for Safer Language Generation

Ankur Garg, Xuemin Yu, Hassan Sajjad, Samira Ebrahimi Kahou | Paper | Full version

MASQ: The Multi-Agent System Questionnaire

Nils Kiele, Niki Mehri, Aaron Arellano, Samira Ebrahimi Kahou | Paper

Beyond Algorithms: Organizing Artificial Intelligence in Healthcare Through Expertise, Governance, and Knowledge Infrastructures

Nasrin Sultana, Dhenuka Radhakrishnan, Jamie Strain | Paper

Privacy-Preserving Text Inference for Health-Misinformation Classification and Semantic Retrieval

Jasleen Kaur, Chloe Cachet, Koray Karabina, Jean Belo Klamti, Philippe Lamontagne | Paper

NeuroBuilder: Auditable Agentic Data Curation for Neuro-Foundation Models

Ghazaleh Ranjbaran*, Mahta Ramezanian-Panahi*, Blake Aaron Richards, Irina Rish | Paper

From Extraction Accuracy to Clinical Usefulness: A Human-Centered Evaluation Framework for Source-Traceable Patient Summaries

Alissa Taylor | Paper | Poster

When Engagement Is Not Enough: What Should AI Optimize in Gamified Education?

Takuji Takemoto | Paper

Towards Robust, Performance-Based Contamination Detection for LLMs

Allenna Tang, Jackie Cheung | Paper