AIMC Topic: Generalization, Psychological

Clear Filters Showing 1 to 10 of 80 articles

Derivational morphology reveals analogical generalization in large language models.

Proceedings of the National Academy of Sciences of the United States of America May 9, 2025
What mechanisms underlie linguistic generalization in large language models (LLMs)? This question has attracted considerable attention, with most studies analyzing the extent to which the language skills of LLMs resemble rules. As of yet, it is not k...
Linguistics Language Generalization, Psychological Models, Theoretical Large Language Models Humans
View on PubMed DOI

Generalization and differentiation of affective associative memory circuit based on memristive neural network with emotion transfer.

Neural networks : the official journal of the International Neural Network Society Apr 26, 2025
Most existing research on affective associative memory neural network circuits has predominantly concentrated on reinforcement and extinction, with insufficient attention given to the integration of emotion transfer alongside the principles of genera...
Association Learning Transfer, Psychology Memory Generalization, Psychological Humans Computer Simulation Emotions Neural Networks, Computer
View on PubMed DOI

Towards a better evaluation of out-of-domain generalization.

Neural networks : the official journal of the International Neural Network Society Apr 1, 2025
The objective of Domain Generalization (DG) is to devise algorithms capable of achieving high performance on previously unseen test distributions. In the pursuit of this objective, average measure has been employed as the prevalent measure for compar...
Algorithms Humans Generalization, Psychological Neural Networks, Computer
View on PubMed DOI

Generalization analysis of adversarial pairwise learning.

Neural networks : the official journal of the International Neural Network Society Nov 28, 2024
Adversarial pairwise learning has become the predominant method to enhance the discrimination ability of models against adversarial attacks, achieving tremendous success in various application fields. Despite excellent empirical performance, adversar...
Neural Networks, Computer Machine Learning Humans Algorithms Generalization, Psychological
View on PubMed DOI

Generalization limits of Graph Neural Networks in identity effects learning.

Neural networks : the official journal of the International Neural Network Society Oct 10, 2024
Graph Neural Networks (GNNs) have emerged as a powerful tool for data-driven learning on various graph domains. They are usually based on a message-passing mechanism and have gained increasing popularity for their intuitive formulation, which is clos...
Humans Neural Networks, Computer Learning Generalization, Psychological Algorithms
View on PubMed DOI

Mask-Shift-Inference: A novel paradigm for domain generalization.

Neural networks : the official journal of the International Neural Network Society Aug 12, 2024
Domain Generalization (DG) focuses on the Out-Of-Distribution (OOD) generalization, which is able to learn a robust model that generalizes the knowledge acquired from the source domain to the unseen target domain. However, due to the existence of the...
Neural Networks, Computer Machine Learning Algorithms Generalization, Psychological Humans
View on PubMed DOI

GCReID: Generalized continual person re-identification via meta learning and knowledge accumulation.

Neural networks : the official journal of the International Neural Network Society Jul 22, 2024
Person re-identification (ReID) has made good progress in stationary domains. The ReID model must be retrained to adapt to new scenarios (domains) as they emerge unexpectedly, which leads to catastrophic forgetting. Continual learning trains the mode...
Humans Neural Networks, Computer Machine Learning Generalization, Psychological Algorithms Learning Biometric Identification Knowledge
View on PubMed DOI

A mathematical theory of relational generalization in transitive inference.

Proceedings of the National Academy of Sciences of the United States of America Jul 5, 2024
Humans and animals routinely infer relations between different items or events and generalize these relations to novel combinations of items. This allows them to respond appropriately to radically novel circumstances and is fundamental to advanced co...
Mathematical Concepts Generalization, Psychological Animals Deep Learning Humans
View on PubMed DOI

Representations and generalization in artificial and brain neural networks.

Proceedings of the National Academy of Sciences of the United States of America Jun 24, 2024
Humans and animals excel at generalizing from limited data, a capability yet to be fully replicated in artificial intelligence. This perspective investigates generalization in biological and artificial deep neural networks (DNNs), in both in-distribu...
Generalization, Psychological Cognition Models, Neurological Animals Artificial Intelligence Brain Humans Neural Networks, Computer
View on PubMed DOI

Land-use classification based on high-resolution remote sensing imagery and deep learning models.

PloS one Apr 18, 2024
High-resolution imagery and deep learning models have gained increasing importance in land-use mapping. In recent years, several new deep learning network modeling methods have surfaced. However, there has been a lack of a clear understanding of the ...
Generalization, Psychological Imagery, Psychotherapy Remote Sensing Technology Deep Learning
View on PubMed DOI
Popular Topics
Recent Journals