Santiago E. Cortés-Gómez
Machine Learning PhD student
scortesg[at]cs.cmu.edu
Pittsburgh, Pennsylvania
I am a Machine Learning PhD student at Carnegie Mellon’s School of Computer Science, advised by Professor Bryan Wilder. My research focuses on developing the principled scaffolding that AI systems need to be deployed responsibly at the policy level, particularly in public and clinical health domains. I’m most excited by projects that connect machine learning theory with real-world decision-making, I’m drawn to work that combines principled design (Whether that means a formal argument or a rigorous engineering procedure) with practical implementation to ensure AI systems remain reliable under uncertainty. In a past life I was a Machine learning engineer at Factored.ai. I hold a B.Sc. and a M.Sc., both in Mathematics from Universidad de Los Andes (2017, 2018). My CV can be found here.
news
| May 15, 2025 | Our paper Data-driven Design of Randomized Control Trials with Guaranteed Treatment Effects was accepted to ICML 2025! 🇨🇦 |
|---|---|
| May 11, 2025 | Our paper Predicting Language Models’ Success at Zero-Shot Probabilistic Prediction was accepted to EMNLP 2025! |
| Jan 15, 2025 | Our paper Decision-focused uncertainty quantification was accepted to ICLR 2025! 🇸🇬 |
| Oct 16, 2024 | Invited to give a talk to EAAMO! Looking forward to connecting, see you in Mexico! 🇲🇽 |
selected publications
- Higher composition laws, integral trace forms and an alternative proof for the Scholz reflection principleUniandes, 2018
- Bull. Math. BiolAlternative Strategies for the Estimation of a Disease’s Basic Reproduction Number: A Model-Agnostic StudyBulletin of Mathematical Biology, 2021
- Neurips
- ICML
- ICLR
- ICML
- EMNLP
- The Limits of AI-Driven Allocation: Optimal Screening under Aleatoric UncertaintyUnder Revision, 2026
- Position: Healthcare LLM Benchmarks Are Only as Good as Their Explicit AssumptionsSubmitted, 2026
- Do LLMs Act Like Rational Agents? Measuring Belief Coherence in Probabilistic Decision MakingUnder Revision, 2026