4 citations · 11 across the 5 of their papers we have counts for
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cs.LG2021★ 1 cited
Cascade Watchdog: A Multi-tiered Adversarial Guard for Outlier Detection
Glauco Amigo, Justin M. Bui, Charles Baylis +1
The identification of out-of-distribution content is critical to the successful implementation of neural networks. Watchdog techniques have been developed to support the detection…
cs.LG2021★ 2 cited
Symbiotic Hybrid Neural Network Watchdog For Outlier Detection
Justin Bui, Robert J. Marks
Neural networks are largely black boxes. A neural network trained to classify fruit may classify a picture of a giraffe as a banana. A neural network watchdog's job is to identify…
cs.LG2020★ 4 cited
Autoencoder Watchdog Outlier Detection for Classifiers
Justin Bui, Robert J Marks
Neural networks have often been described as black boxes. A generic neural network trained to differentiate between kittens and puppies will classify a picture of a kumquat as a ki…