Results 11 to 20 of about 2,570,670 (174)
Bi-interpretation in weak set theories [PDF]
arXiv, 2020 In contrast to the robust mutual interpretability phenomenon in set theory, Ali Enayat proved that bi-interpretation is absent: distinct theories extending ZF are never bi-interpretable and models of ZF are bi-interpretable only when they are isomorphic.
arxiv
Relativistic quantum mechanics and the Bohmian interpretation [PDF]
Found.Phys.Lett.18:549-561,2005, 2004 Conventional relativistic quantum mechanics, based on the Klein-Gordon equation, does not possess a natural probabilistic interpretation in configuration space. The Bohmian interpretation, in which probabilities play a secondary role, provides a viable interpretation of relativistic quantum mechanics.
arxiv +1 more source
iCapsNets: Towards Interpretable Capsule Networks for Text Classification [PDF]
arXiv, 2020 Many text classification applications require models with satisfying performance as well as good interpretability. Traditional machine learning methods are easy to interpret but have low accuracies. The development of deep learning models boosts the performance significantly. However, deep learning models are typically hard to interpret.
arxiv
The Definitions of Interpretability and Learning of Interpretable Models [PDF]
arXiv, 2021 As machine learning algorithms getting adopted in an ever-increasing number of applications, interpretation has emerged as a crucial desideratum. In this paper, we propose a mathematical definition for the human-interpretable model. In particular, we define interpretability between two information process systems. If a prediction model is interpretable
arxiv
Translation Studies, 2023 The abstract is available here: https://uscholar.univie.ac.at/o ...
openaire +1 more source
There is no first quantization - except in the de Broglie-Bohm interpretation [PDF]
arXiv, 2003 The relativistic effects of the integer-spin quantum field theory imply that the wave functions describing a fixed number of particles do not admit the usual probabilistic interpretation. Among several most popular interpretations of quantum mechanics applied to first quantization, the only interpretation for which this fact does not lead to a serious ...
arxiv
Are Interpretations Fairly Evaluated? A Definition Driven Pipeline for Post-Hoc Interpretability [PDF]
arXiv, 2020 Recent years have witnessed an increasing number of interpretation methods being developed for improving transparency of NLP models. Meanwhile, researchers also try to answer the question that whether the obtained interpretation is faithful in explaining mechanisms behind model prediction? Specifically, (Jain and Wallace, 2019) proposes that "attention
arxiv
On the Effectiveness of Interpretable Feedforward Neural Network [PDF]
arXiv, 2021 Deep learning models have achieved state-of-the-art performance in many classification tasks. However, most of them cannot provide an interpretation for their classification results. Machine learning models that are interpretable are usually linear or piecewise linear and yield inferior performance.
arxiv
Interpretations of Linear Orderings in Presburger Arithmetic [PDF]
arXiv, 2019 Presburger Arithmetic $\mathop{\mathbf{PrA}}\nolimits$ is the true theory of natural numbers with addition. We consider linear orderings interpretable in Presburger Arithmetic and establish various necessary and sufficient conditions for interpretability depending on dimension $n$ of interpretation.
arxiv
Implicit Mixture of Interpretable Experts for Global and Local Interpretability [PDF]
arXiv, 2022 We investigate the feasibility of using mixtures of interpretable experts (MoIE) to build interpretable image classifiers on MNIST10. MoIE uses a black-box router to assign each input to one of many inherently interpretable experts, thereby providing insight into why a particular classification decision was made.
arxiv