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pro vyhledávání: '"Crum, Colton R."'
Incorporating human-perceptual intelligence into model training has shown to increase the generalization capability of models in several difficult biometric tasks, such as presentation attack detection (PAD) and detection of synthetic samples. After
Externí odkaz:
http://arxiv.org/abs/2405.00650
Taking Training Seriously: Human Guidance and Management-Based Regulation of Artificial Intelligence
Autor:
Coglianese, Cary, Crum, Colton R.
Fervent calls for more robust governance of the harms associated with artificial intelligence (AI) are leading to the adoption around the world of what regulatory scholars have called a management-based approach to regulation. Recent initiatives in t
Externí odkaz:
http://arxiv.org/abs/2402.08466
Autor:
Crum, Colton R., Czajka, Adam
Incorporating human perception into training of convolutional neural networks (CNN) has boosted generalization capabilities of such models in open-set recognition tasks. One of the active research questions is where (in the model architecture) and ho
Externí odkaz:
http://arxiv.org/abs/2310.19545
Machine learning models have shown increased accuracy in classification tasks when the training process incorporates human perceptual information. However, a challenge in training human-guided models is the cost associated with collecting image annot
Externí odkaz:
http://arxiv.org/abs/2306.05527