Sebastian Caldas

Joined

September 2018

Names

Sebastian Caldas (Preferred)

Emails

****@cmu.edu (Confirmed)

,

****@andrew.cmu.edu (Confirmed)

,

****@princeton.edu (Confirmed)

,

****@google.com (Confirmed)

Personal Links

Career & Education History

Lecturer

Princeton University (princeton.edu)

2023 – 2024

PhD student

Carnegie Mellon University (cmu.edu)

2017 – 2023

Advisors, Relations & Conflicts

PhD Advisor

Artur Dubrawski

2020 – 2023

Expertise

healthcare

Present

llm evaluation

Present

federated learning

2017 – 2023

Publications

Encoding Expert Knowledge into Federated Learning using Weak Supervision
Sebastian Caldas, Mononito Goswami, Artur Dubrawski
- Submitted to ICLR 2024
- Readers: Everyone
Using Machine Learning to Support Transfer of Best Practices in Healthcare
Sebastian Caldas, Jieshi Chen, Artur Dubrawski
- 05 Apr 2023
- OpenReview Archive Direct Upload
- Readers: Everyone
Understanding Clinical Collaborations Through Federated Classifier Selection
Sebastian Caldas, Joo Heung Yoon, Michael R. Pinsky, Gilles Clermont, Artur Dubrawski
- 2021 (modified: 18 Jul 2022)
- MLHC 2021
- Readers: Everyone
LEAF: A Benchmark for Federated Settings
Sebastian Caldas, Peter Wu, Tian Li, Jakub Konecný, H. Brendan McMahan, Virginia Smith, Ameet Talwalkar
- 2018 (modified: 18 Jul 2022)
- CoRR 2018
- Readers: Everyone
Expanding the Reach of Federated Learning by Reducing Client Resource Requirements
Sebastian Caldas, Jakub Konecný, H. Brendan McMahan, Ameet Talwalkar
- 2018 (modified: 18 Jul 2022)
- CoRR 2018
- Readers: Everyone

Co-Authors