321 citations · 420 across the 20 of their papers we have counts for
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cs.LG2022★ 13 cited
Concept Embedding Analysis: A Review
Gesina Schwalbe
Deep neural networks (DNNs) have found their way into many applications with potential impact on the safety, security, and fairness of human-machine-systems. Such require basic und…
cs.CV2022★ 2 cited
Enabling Verification of Deep Neural Networks in Perception Tasks Using Fuzzy Logic and Concept Embeddings
Gesina Schwalbe, Christian Wirth, Ute Schmid
One major drawback of deep convolutional neural networks (CNNs) for use in safety critical applications is their black-box nature. This makes it hard to verify or monitor complex,…