Samuel Marc Denton

Researcher, Scale AI

Joined

May 2021

Names

Samuel Marc Denton (Preferred)

,

Samuel M Denton

,

Sam Denton

Emails

****@columbia.edu (Confirmed)

,

****@gmail.com (Confirmed)

Personal Links

Career & Education History

Researcher

Scale AI (scale.com)

2022 – Present

Researcher

Amazon (amazon.com)

2020 – 2022

Undergrad student

Columbia University (columbia.edu)

2016 – 2020

Advisors, Relations & Conflicts

Coworker

2025 – Present

Coworker

2022 – Present

Expertise

No areas of expertise listed

Publications

LHAW: Controllable Underspecification for Long-Horizon Tasks
George Pu, Michael S. Lee, Udari Madhushani Sehwag, David J. Lee, Bryan Zhu, Yash Maurya, Mohit Raghavendra, Yuan Xue, Samuel Marc Denton
- LLA 2026 Poster
- Readers: Everyone
Assessing Robustness to Spurious Correlations in Post-Training Language Models
Julia Shuieh, Prasann Singhal, Apaar Shanker, John Heyer, George Pu, Samuel Marc Denton
- SCSL @ ICLR 2025
- Readers: Everyone
Balancing Cost and Effectiveness of Synthetic Data Generation Strategies for LLMs
Yung-Chieh Chan, George Pu, Apaar Shanker, Parth Suresh, Samuel Marc Denton
- OpenReview Archive Direct Upload
- Readers: Everyone
Balancing Cost and Effectiveness of Synthetic Data Generation Strategies for LLMs
Yung-Chieh Chan, George Pu, Apaar Shanker, Parth Suresh, Penn Jenks, John Heyer, Samuel Marc Denton
- FITML 2024 Poster
- Readers: Everyone
A Weighted Solution to SVM Actionability and Interpretability
Samuel Marc Denton, Ansaf Salleb-Aouissi
- 2020 (modified: 12 Nov 2022)
- CoRR 2020
- Readers: Everyone

Co-Authors