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Oguzhan Fatih Kar

2 accepted papers

2024

Unraveling the Key Components of OOD Generalization via Diversification

ICLR 2024poster

Supervised learning datasets may contain multiple cues that explain the training set equally well, i.e., learning any of them would lead to the correct predictions on the training data. However, many of them can be spurious, i.e., lose their predictive power under a distribution shift and consequent…

Cited by 2SourcePDFScholar
2023

4M: Massively Multimodal Masked Modeling

NeurIPS 2023spotlight

Current machine learning models for vision are often highly specialized and limited to a single modality and task. In contrast, recent large language models exhibit a wide range of capabilities, hinting at a possibility for similarly versatile models in computer vision. In this paper, we take a step…