2025
Navigating Skin Concerns with AI: A Human-Centered Investigation of a Dermatology App in a Diverse Community.
Proceedings of the Extended Abstracts of the CHI Conference on Human Factors in Computing Systems, 2025

2024
On the phase diagram of extensive-rank symmetric matrix denoising beyond rotational invariance.
CoRR, 2024

A multiscale cavity method for sublinear-rank symmetric matrix factorization.
CoRR, 2024

Crowdsourcing Dermatology Images with Google Search Ads: Creating a Real-World Skin Condition Dataset.
CoRR, 2024

Closing the AI generalization gap by adjusting for dermatology condition distribution differences across clinical settings.
CoRR, 2024

Spectral Phase Transition and Optimal PCA in Block-Structured Spiked Models.
Proceedings of the Forty-first International Conference on Machine Learning, 2024

Fundamental Limits of Non-Linear Low-Rank Matrix Estimation.
Proceedings of the Thirty Seventh Annual Conference on Learning Theory, June 30, 2024

2023
Optimal Algorithms for the Inhomogeneous Spiked Wigner Model.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

2022
Development and Clinical Evaluation of an AI Support Tool for Improving Telemedicine Photo Quality.
CoRR, 2022

Disparities in Dermatology AI Performance on a Diverse, Curated Clinical Image Set.
CoRR, 2022

2021
Disparities in Dermatology AI: Assessments Using Diverse Clinical Images.
CoRR, 2021

Towards Realization of Augmented Intelligence in Dermatology: Advances and Future Directions.
CoRR, 2021

TrueImage: A Machine Learning Algorithm to Improve the Quality of Telehealth Photos.
Proceedings of the Biocomputing 2021: Proceedings of the Pacific Symposium, 2021

2017
Dermatologist-level classification of skin cancer with deep neural networks.
Nat., 2017

Skin Cancer Detection and Tracking Using Data Synthesis and Deep Learning.
Proceedings of the Workshops of the The Thirty-First AAAI Conference on Artificial Intelligence, 2017