Results 21 to 30 of about 2,570,670 (174)
Re-interpreting rules interpretability
AbstractTrustworthy machine learning requires a high level of interpretability of machine learning models, yet many models are inherently black-boxes. Training interpretable models instead—or using them to mimic the black-box model—seems like a viable solution.
Linara Adilova+3 more
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The Nine Lives of Schroedinger's Cat [PDF]
This MSc dissertation surveys nine interpretations of non-relativistic quantum mechanics. Extensive references are given. The interpretations covered are: the orthodox interpretation, Bohr's interpretation, the idea that the mind causes collapse, hidden variables, the many-worlds interpretation, the many-minds interpretation, Bohm's interpretation and ...
arxiv
Ensemble Interpretation: A Unified Method for Interpretable Machine Learning [PDF]
To address the issues of stability and fidelity in interpretable learning, a novel interpretable methodology, ensemble interpretation, is presented in this paper which integrates multi-perspective explanation of various interpretation methods. On one hand, we define a unified paradigm to describe the common mechanism of different interpretation methods,
arxiv
Interpretations of Presburger Arithmetic in Itself [PDF]
Presburger arithmetic PrA is the true theory of natural numbers with addition. We study interpretations of PrA in itself. We prove that all one-dimensional self-interpretations are definably isomorphic to the identity self-interpretation. In order to prove the results we show that all linear orders that are interpretable in (N,+) are scattered orders ...
arxiv
Automatic Estimation of Simultaneous Interpreter Performance [PDF]
Simultaneous interpretation, translation of the spoken word in real-time, is both highly challenging and physically demanding. Methods to predict interpreter confidence and the adequacy of the interpreted message have a number of potential applications, such as in computer-assisted interpretation interfaces or pedagogical tools.
arxiv
An Interpretation Of Rawls’ “Kantian Interpretation”
Calling Kant a liberal philosopher requires important qualifications. Much like his theoretical philosophy, his political transcendentalism was and remains a great enterprise of navigating between the extremes of liberalism and conservatism, of balancing the “empirical” and the “pure” in human society, as well as in human mind.
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Open and Closed String field theory interpreted in classical Algebraic Topology [PDF]
There is an interpretation of open string field theory in algebraic topology. An interpretation of closed string field theory can be deduced from this open string theory to obtain as well the interpretation of open and closed string field theory combined.
arxiv
Parametrised Functional Interpretations [PDF]
This paper presents a general framework for unifying functional interpretations. It is based on families of parameters allowing for different degrees of freedom on the design of the interpretation. In this way we are able to generalise previous work on unifying functional interpretations, by including in the unification the more recent bounded and ...
arxiv
Interpretation and the Interpreter
AbstractAccording to Donald Davidson, “what a fully informed interpreter could learn about what a speaker means is all there is to learn; the same goes for what the speaker believes” (Davidson 1983). This is a foundational claim about the nature of semantic properties: these are evidence-constituted properties.
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aleph_0-categorical Structures: Endomorphisms and Interpretations [PDF]
We extend the Ahlbrandt--Ziegler analysis of interpretability in aleph_0-categorical structures by showing that existential interpretation is controlled by the monoid of self--embeddings and positive existential interpretation of structures without constant endomorphisms is controlled by the monoid of endomorphisms in the same way as general ...
arxiv