Frances Dean

PhD student, Computational Precision Health, University of California, Berkeley

Joined

February 2024

Names

Frances Dean (Preferred)

Emails

****@berkeley.edu (Confirmed)

,

****@uw.edu

Personal Links

Career & Education History

PhD student

Computational Precision Health, University of California, Berkeley (berkeley.edu)

2021 – Present

Advisors, Relations & Conflicts

PhD Advisor

Present

Expertise

No areas of expertise listed

Publications

Causal Effect Estimation with Learned Instrument Representations
Frances Dean, Jenna Fields, Radhika Bhalerao, Marie-Laure Charpignon, Ahmed Alaa
- Submitted to ICLR 2026
- Readers: Everyone
Position: Medical Large Language Model Benchmarks Should Prioritize Construct Validity
Ahmed Alaa, Thomas Hartvigsen, Niloufar Golchini, Shiladitya Dutta, Frances Dean, Inioluwa Deborah Raji, Travis Zack
- ICML 2025 Position Paper Track oral
- Readers: Everyone
Med-Real2Sim: Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning
Keying Kuang, Frances Dean, Jack B. Jedlicki, David Ouyang, Anthony Philippakis, David Sontag, Ahmed Alaa
- NeurIPS 2024 poster
- Readers: Everyone

Co-Authors