Elan Rosenfeld

Iterative Feature Matching: Toward Provable Domain Generalization with Logarithmic Environments

2021 · arXiv (Cornell University)

Domain generalization aims at performing well on unseen test environments with data from a limited number of training environments. Despite a proliferation of proposal algorithms for this task, assessing their performance both theoretically and empirically …

APE: Aligning Pretrained Encoders to Quickly Learn Aligned Multimodal Representations

2022 · arXiv (Cornell University)

Recent advances in learning aligned multimodal representations have been primarily driven by training large neural networks on massive, noisy paired-modality datasets. In this work, we ask whether it is possible to achieve similar results with …