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pro vyhledávání: '"Dimanov, A."'
Autor:
Kazhdan, Dmitry, Dimanov, Botty, Magister, Lucie Charlotte, Barbiero, Pietro, Jamnik, Mateja, Lio, Pietro
Explainable AI (XAI) underwent a recent surge in research on concept extraction, focusing on extracting human-interpretable concepts from Deep Neural Networks. An important challenge facing concept extraction approaches is the difficulty of interpret
Externí odkaz:
http://arxiv.org/abs/2302.04899
Autor:
Cardozo, Shea, Montero, Gabriel Islas, Kazhdan, Dmitry, Dimanov, Botty, Wijaya, Maleakhi, Jamnik, Mateja, Lio, Pietro
Recent work has suggested post-hoc explainers might be ineffective for detecting spurious correlations in Deep Neural Networks (DNNs). However, we show there are serious weaknesses with the existing evaluation frameworks for this setting. Previously
Externí odkaz:
http://arxiv.org/abs/2211.07650
In this paper, we present a novel neuroevolutionary method to identify the architecture and hyperparameters of convolutional autoencoders. Remarkably, we used a hypervolume indicator in the context of neural architecture search for autoencoders, for
Externí odkaz:
http://arxiv.org/abs/2106.11914
Despite their remarkable performance on a wide range of visual tasks, machine learning technologies often succumb to data distribution shifts. Consequently, a range of recent work explores techniques for detecting these shifts. Unfortunately, current
Externí odkaz:
http://arxiv.org/abs/2104.08952
Autor:
Kazhdan, Dmitry, Dimanov, Botty, Terre, Helena Andres, Jamnik, Mateja, Liò, Pietro, Weller, Adrian
Concept-based explanations have emerged as a popular way of extracting human-interpretable representations from deep discriminative models. At the same time, the disentanglement learning literature has focused on extracting similar representations in
Externí odkaz:
http://arxiv.org/abs/2104.06917
Publikováno v:
Journal of IMAB, Vol 29, Iss 3, Pp 5052-5056 (2023)
Ameloblastoma's origin is the epithelium of ectodermal origin, which means they are tumors arising from the cells around the tooth root or, in close approximation, derived from the ectoderm. It is a benign but locally aggressive tumor with a high ten
Externí odkaz:
https://doaj.org/article/a847612aae2a4197840c5bce8d3b05ec
Recurrent Neural Networks (RNNs) have achieved remarkable performance on a range of tasks. A key step to further empowering RNN-based approaches is improving their explainability and interpretability. In this work we present MEME: a model extraction
Externí odkaz:
http://arxiv.org/abs/2012.06954
Deep Neural Networks (DNNs) have achieved remarkable performance on a range of tasks. A key step to further empowering DNN-based approaches is improving their explainability. In this work we present CME: a concept-based model extraction framework, us
Externí odkaz:
http://arxiv.org/abs/2010.13233
Akademický článek
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Autor:
Dimanov, Daniel
Publikováno v:
Социално-икономически анализи / Socio-economic analyses. (1):33-44
Externí odkaz:
https://www.ceeol.com/search/article-detail?id=771343