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08/31/2023
FACET: Fairness in Computer Vision Evaluation Benchmark
Computer vision models have known performance disparities across attribu...
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08/11/2023
DIG In: Evaluating Disparities in Image Generations with Indicators for Geographic Diversity
The unprecedented photorealistic results achieved by recent text-to-imag...
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02/16/2023
Towards Reliable Assessments of Demographic Disparities in Multi-Label Image Classifiers
Disaggregated performance metrics across demographic groups are a hallma...
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01/26/2023
Vision-Language Models Performing Zero-Shot Tasks Exhibit Gender-based Disparities
We explore the extent to which zero-shot vision-language models exhibit ...
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05/25/2022
Perturbation Augmentation for Fairer NLP
Unwanted and often harmful social biases are becoming ever more salient ...
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04/07/2022
Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality
We present a novel task and dataset for evaluating the ability of vision...
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01/19/2022
CM3: A Causal Masked Multimodal Model of the Internet
We introduce CM3, a family of causally masked generative models trained ...
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08/07/2020
Learning a natural-language to LTL executable semantic parser for grounded robotics
Children acquire their native language with apparent ease by observing h...
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02/20/2020