Learning and generalization of within|category representations in a ...

Learning and generalization of within-category representations in a ...

The task requirements during the course of category learning are critical for promoting within-category representations (e.g., correlational structure of ...

Learning and generalization of within-category representations in a ...

Recent data suggest that for unidimensional rule-based structures, only inference training promotes the learning of within-category representations.

Learning and generalization of within-category - ProQuest

For both the classification and inference training conditions, within-category representations were learned and could be generalized at test ( ...

Learning and generalization of within-category representations in a ...

For both the classification and inference training conditions, within-category representations were learned and could be generalized at test (i.e., from ...

Generalization in Category Learning: The Roles of Representational ...

Effective generalization in a multiple-category situation involves both assessing potential membership in individual categories and resolving conflict between ...

The impact of category structure and training methodology ... - PubMed

When interacting with categories, representations focused on within-category relationships are often learned, but the conditions promoting within-category ...

[2303.13691] Learning and generalization of compositional ... - arXiv

In contrast to learning category labels, here we train deep neural networks to output the full compositional vector description of an input ...

Learning and generalization of within-category representations in a ...

Learning and generalization of within-category representations in a rule-based category structure · List of references · Publications that cite this publication.

The impact of category structure and training methodology on ...

For the information-integration structure, within-category representations were consistently learned, could be generalized to novel stimuli, and ...

Distribution-dependent representations in auditory category learning ...

The category structures and novel contexts differentially modulated the generalization success. The II learners significantly decreased generalization ...

Generalization in Category Learning: The Roles of Representational ...

We separated generalization from decision bound implementation using an information integration task in which category exemplars varied over two incommensurable ...

Categorization = decision making + generalization - ScienceDirect

This makes generalization crucial for real world decision making. We argue that categorization, the study of generalizable representations, is a type of ...

The distributional properties of exemplars affect category learning ...

We conducted three experiments to examine the distributional properties of the input on category learning and generalization. Across all studies ...

Stimulus generalization in category learning.

Implications are discussed for attentional learning and the nature of both perceptual and category representations. Introduction. Perhaps the most ...

Coherent category training enhances generalization in prototype ...

Coherent category training enhances generalization in prototype-based categories. Citation. Bowman, C. R., & Zeithamova, D. (2023).

Category representation and generalization in the prefrontal cortex

Here we review the following important issues related to category representation and generalization: namely, where categories are presented in ...

Variability in training unlocks generalization in visual perceptual ...

We find that networks develop invariance to the task-irrelevant feature when trained with variable inputs. The degree of learned invariance ...

What is Yoneda's Lemma a generalization of? - MathOverflow

It means what it says: one object in a category instead of every object. But I think the Cayley example is legitimate: we do in fact consider ...

The effects of age on category learning and prototype - APA PsycNet

... generalized (prototype) category representations than young adults. These findings align with the proposal that older adults are able to ...

On the Generalization of Simple Alternating Category Structures

Across three experiments, participants learned a category structure in a low-dimension, continuous-valued space consisting of regularly ...