Attend · Research Roundtables
Research Roundtables
Small-group, focused discussions on key topics in machine learning for health.
About the roundtables
Research roundtables are a hallmark of the ML4H community experience. These intimate, structured discussions bring together small groups of researchers to engage deeply with specific topics — from methodological challenges to deployment realities to open problems in the field.
Roundtable topics and facilitators for ML4H 2026 will be announced here. In previous years, roundtables have covered topics such as:
- Evaluation challenges in health AI
- Clinical deployment and translation
- Fairness and equity in ML for health
- Synthetic data and privacy
- Foundation models in clinical settings
Roundtable details coming soon.