no code implementations • 18 Jan 2024 • Caroline Choi, Yoonho Lee, Annie Chen, Allan Zhou, aditi raghunathan, Chelsea Finn
Given a task, AutoFT searches for a fine-tuning procedure that enhances out-of-distribution (OOD) generalization.
1 code implementation • 8 Jun 2023 • Caroline Choi, Fahim Tajwar, Yoonho Lee, Huaxiu Yao, Ananya Kumar, Chelsea Finn
Taking inspiration from this result, we present data-driven confidence minimization (DCM), which minimizes confidence on an uncertainty dataset containing examples that the model is likely to misclassify at test time.
1 code implementation • 25 Nov 2022 • Huaxiu Yao, Caroline Choi, Bochuan Cao, Yoonho Lee, Pang Wei Koh, Chelsea Finn
Temporal shifts -- distribution shifts arising from the passage of time -- often occur gradually and have the additional structure of timestamp metadata.
2 code implementations • 19 Sep 2018 • Aman Agrawal, Caroline Choi, Nathan Sun
Weights of permutations were originally introduced by Dugan, Glennon, Gunnells, and Steingr\'imsson [2] in their study of the combinatorics of tiered trees.
Combinatorics 05A05