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Epistemology
arXiv (Cornell University)
Functional Tensors for Probabilistic Programming
2019
It is a significant challenge to design probabilistic programming systems that can accommodate a wide variety of inference strategies within a unified framework. Noting that the versatility of modern automatic differentiation frameworks is based in large part…
Article
Open Epistemology Open Article Page

Epistemology

Branch of philosophy concerning knowledge

Epistemology ( ; from Ancient Greek __ ἐπιστήμη ( _epistḗmē ) 'knowledge', and -logy_ ) is the branch of philosophy concerned with knowledge. Epistemologists study the nature, origin, and scope of knowledge, epistemic justification, the rationality of belief, and various related issues.
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arXiv (Cornell University)
Functional Tensors for Probabilistic Programming
2019
It is a significant challenge to design probabilistic programming systems that can accommodate a wide variety of inference strategies within a unified framework. Noting that the versatility of modern automatic differentiation frameworks is based in large part on the unifying concept of tensors, we describe a software abstraction for integration --functional tensors-- that captures many of the benefits of tensors, while also being able to describe continuous probability distributions. Moreover, functional tensors a…
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Epistemology
arXiv (Cornell University)
Functional Tensors for Probabilistic Programming
2019
It is a significant challenge to design probabilistic programming systems that can accommodate a wide variety of inference strategies within a unified framework. Noting that the versatility of modern automatic differentiation frameworks is based in large part…
Article
Critical
Symbolic
Virtual
Narrative
Open Epistemology Open Article Page