ENTITY
Concept Bottleneck Models
Concept Bottleneck Models
PulseAugur coverage of Concept Bottleneck Models — every cluster mentioning Concept Bottleneck Models across labs, papers, and developer communities, ranked by signal.
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Releases · 30d
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Papers · 30d
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RECENT · PAGE 1/1 · 2 TOTAL
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New CREDENCE framework decomposes AI concept uncertainty for better decision-making
Researchers have developed CREDENCE, a new framework for Credal Concept Bottleneck Models (CBMs) that effectively separates epistemic and aleatoric uncertainty in predictions. This decomposition allows for more nuanced …
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Researchers identify concept inconsistency in dermoscopic models, impacting accuracy.
Researchers have identified significant concept-level inconsistencies within the Derm7pt dermoscopy dataset, which limit the accuracy of Concept Bottleneck Models (CBMs). By applying rough set theory, they found that 16…