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08/18/2023
Revisiting Skin Tone Fairness in Dermatological Lesion Classification
Addressing fairness in lesion classification from dermatological images ...
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01/20/2023
Domain-agnostic and Multi-level Evaluation of Generative Models
While the capabilities of generative models heavily improved in differen...
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03/08/2022
Model-free feature selection to facilitate automatic discovery of divergent subgroups in tabular data
Data-centric AI encourages the need of cleaning and understanding of dat...
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05/26/2021
Pattern Detection in the Activation Space for Identifying Synthesized Content
Generative Adversarial Networks (GANs) have recently achieved unpreceden...
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05/24/2021
Out-of-Distribution Detection in Dermatology using Input Perturbation and Subset Scanning
Recent advances in deep learning have led to breakthroughs in the develo...
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04/01/2021
Towards creativity characterization of generative models via group-based subset scanning
Deep generative models, such as Variational Autoencoders (VAEs), have be...
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11/25/2020
Prediction of neonatal mortality in Sub-Saharan African countries using data-level linkage of multiple surveys
Existing datasets available to address crucial problems, such as child m...
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02/13/2020
Identifying Audio Adversarial Examples via Anomalous Pattern Detection
Audio processing models based on deep neural networks are susceptible to...
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11/09/2019
Analyzing Bias in Sensitive Personal Information Used to Train Financial Models
Bias in data can have unintended consequences that propagate to the desi...
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10/29/2019
Estimating Skin Tone and Effects on Classification Performance in Dermatology Datasets
Recent advances in computer vision and deep learning have led to breakth...
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08/03/2019