Interpreting Black Box Models with Statistical Guarantees. - Collin Burns; Jesse Thomason; Wesley Tansey (CoRR, 2019)

Streaming Complexity of SVMs. - Alexandr Andoni; Collin Burns; Yi Li 002; Sepideh Mahabadi; David P. Woodruff (APPROX-RANDOM, 2020)

Interpreting Black Box Models via Hypothesis Testing. - Collin Burns; Jesse Thomason; Wesley Tansey (FODS, 2020)

Limitations of Post-Hoc Feature Alignment for Robustness. - Collin Burns; Jacob Steinhardt (CVPR, 2021)

Aligning AI With Shared Human Values. - Dan Hendrycks; Collin Burns; Steven Basart; Andrew Critch; Jerry Li 001; Dawn Song; Jacob Steinhardt (ICLR, 2021)

Measuring Massive Multitask Language Understanding. - Dan Hendrycks; Collin Burns; Steven Basart; Andy Zou; Mantas Mazeika; Dawn Song; Jacob Steinhardt (ICLR, 2021)

CUAD: An Expert-Annotated NLP Dataset for Legal Contract Review. - Dan Hendrycks; Collin Burns; Anya Chen; Spencer Ball (NeurIPS Datasets and Benchmarks, 2021)

Measuring Mathematical Problem Solving With the MATH Dataset. - Dan Hendrycks; Collin Burns; Saurav Kadavath; Akul Arora; Steven Basart; Eric Tang; Dawn Song; Jacob Steinhardt (NeurIPS Datasets and Benchmarks, 2021)

Measuring Coding Challenge Competence With APPS. - Dan Hendrycks; Steven Basart; Saurav Kadavath; Mantas Mazeika; Akul Arora; Ethan Guo; Collin Burns; Samir Puranik; Horace He; Dawn Song; Jacob Steinhardt (NeurIPS Datasets and Benchmarks, 2021)

Discovering Latent Knowledge in Language Models Without Supervision. - Collin Burns; Haotian Ye; Dan Klein 001; Jacob Steinhardt (ICLR, 2023)

Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision. - Collin Burns; Pavel Izmailov; Jan Hendrik Kirchner; Bowen Baker; Leo Gao; Leopold Aschenbrenner; Yining Chen; Adrien Ecoffet; Manas Joglekar; Jan Leike; Ilya Sutskever; Jeffrey Wu 003 (ICML, 2024)

Unsupervised Elicitation of Language Models. - Jiaxin Wen; Zachary Ankner; Arushi Somani; Peter Hase; Samuel Marks; Jacob Goldman-Wetzler; Linda Petrini; Henry Sleight; Collin Burns; He He 001; Shi Feng 005; Ethan Perez; et al. (CoRR, 2025)