Search Results for author: A. Michael Carrell

Found 2 papers, 2 papers with code

Attribute Diversity Determines the Systematicity Gap in VQA

1 code implementation15 Nov 2023 Ian Berlot-Attwell, Kumar Krishna Agrawal, A. Michael Carrell, Yash Sharma, Naomi Saphra

Although modern neural networks often generalize to new combinations of familiar concepts, the conditions that enable such compositionality have long been an open question.

Attribute Diagnostic +3

The Calibration Generalization Gap

1 code implementation5 Oct 2022 A. Michael Carrell, Neil Mallinar, James Lucas, Preetum Nakkiran

We propose a systematic way to study the calibration error: by decomposing it into (1) calibration error on the train set, and (2) the calibration generalization gap.

Data Augmentation

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