We present an overview of perturbation-based approaches, with focus on the most popular methods (EXPLAIN, IME, LIME). These methods support explanation of individual predictions but can also visualize the model as a whole. We describe their working principles, how they handle computational ...
Define Perturbations. Perturbations synonyms, Perturbations pronunciation, Perturbations translation, English dictionary definition of Perturbations. n. 1. a. The act of perturbing. b. The state of being perturbed; agitation. 2. A small change in a physi
Our method returns an “explanation” consisting of groups of input-output tokens that are causally related. These dependencies are inferred by querying the model with perturbed inputs, generating a graph over tokens from the responses, and solving a partitioning problem to select the most relevant...
Based on WordNet 3.0, Farlex clipart collection. © 2003-2012 Princeton University, Farlex Inc. perturbation noun A state of discomposure: agitation,dither,fluster,flutter,tumult,turmoil,upset. Informal:lather,stew. The American Heritage® Roget's Thesaurus. Copyright © 2013, 2014 by Houghton...
How the different components of this repository can be used to create image explanation pipelines is showcased in the torchvision_showcase notebooks. torchvision_showcase.ipynb notebook shows how the different objects can be instantiated and called one-by-one using eachother's outputs to finally cal...
In addition, just as by-product to be a cosmological model, the modified gravity may provide the explanation for dark matter. It may resolve the coincidence problem simply by the fact of the universe expansion. It also may describe the transition from deceleration to acceleration of the universe...
One possible explanation for this is that a majority of the randomly selected genes were house-keeping genes occupying more central positions in the PPINs29 and thus highly prone to rewiring as detailed by Kim et al.30. Also, this can mean that SMGs have subtle effects on the PPIN and ...
One potential explanation for this finding is the number and diversity of non-antibiotic medications that have been shown to impact the microbiome [31]. More research needs to be conducted on the elderly microbiome in the context of immune senescence, co-morbidities, and infection susceptibility, ...
This section contains the description of the datasets used in this study and the analytical description of the model developed for the explanation of the experimental results. INTEGRAL satellite data INTEGRAL, an ESA lead space observatory for observations in the energy range from a few keV up to...
One possible explanation for the effects of the perturbation on sex-differential expression is changes in expression of the terminal transcription factors in the sex determination hierarchy, encoded bydoublesex(dsx) andfruitess(fru). The sex hierarchy consists of an alternative pre-mRNA splicing cascad...