Built to Adapt: Mechanisms of Cognitive Flexibility in the Human Brain

M Hauptman, YF Liu, M Bedny - Annual Review of …, 2024 - annualreviews.org
Adaptability is a distinguishing feature of the human species: We thrive as hunter-gatherers,
farmers, and urbanites. What properties of our brains make us highly adaptable? We review …

Deep neural networks and humans both benefit from compositional language structure

L Galke, Y Ram, L Raviv - Nature Communications, 2024 - nature.com
Deep neural networks drive the success of natural language processing. A fundamental
property of language is its compositional structure, allowing humans to systematically …

What makes a language easy to deep-learn?

L Galke, Y Ram, L Raviv - arXiv preprint arXiv:2302.12239, 2023 - arxiv.org
Neural networks drive the success of natural language processing. A fundamental property
of language is its compositional structure, allowing humans to produce forms for new …

[HTML][HTML] Constructed languages are processed by the same brain mechanisms as natural languages

S Malik-Moraleda, M Taliaferro, S Shannon, N Jhingan… - bioRxiv, 2023 - ncbi.nlm.nih.gov
What constitutes a language? Natural languages share some features with other domains:
from math, to music, to gesture. However, the brain mechanisms that process linguistic input …

Contribution of the language network to the comprehension of Python programming code

YF Liu, C Wilson, M Bedny - Brain and Language, 2024 - Elsevier
Does the perisylvian language network contribute to comprehension of programming
languages, like Python? Univariate neuroimaging studies find high responses to code in …

Vul-Mixer: Efficient and Effective Machine Learning–Assisted Software Vulnerability Detection

D Grahn, L Chen, J Zhang - Electronics, 2024 - mdpi.com
Recent Machine Learning–Assisted Software Vulnerability Detection (MLAVD) research has
focused on large-scale models with hundreds of millions of parameters powered by …

The neural correlates of logical-mathematical symbol systems processing resemble that of spatial cognition more than natural language processing

Y Li, S Xu, J Liu - arXiv preprint arXiv:2406.14358, 2024 - arxiv.org
The ability to manipulate logical-mathematical symbols (LMS), encompassing tasks such as
calculation, reasoning, and programming, is a cognitive skill arguably unique to humans …

Rapid" recycling" of logical algorithm representations in fronto-parietal reasoning systems following computer programming instructions

YF Liu, M Bedny - bioRxiv, 2025 - biorxiv.org
Programming is a cornerstone of modern society, yet its cognitive and neural basis remains
poorly understood. In this study, we test the hypothesis that programming" recycles" pre …

Code Execution Capability as a Metric for Machine Learning-Assisted Software Vulnerability Detection Models

D Grahn, L Chen, J Zhang - … on Trust, Security and Privacy in …, 2023 - ieeexplore.ieee.org
In this paper, we consider how the ability to learn Code Execution Tasks affects a model's
accuracy on software vulnerability detection (SVD) benchmark datasets. We initially find that …

Which Sense Dominates Multisensory Semantic Understanding? A Brain Decoding Study

D Huang, L Cao, Z Li, Y Zhang - Proceedings of the 2024 Joint …, 2024 - aclanthology.org
Decoding semantic meanings from brain activity has attracted increasing attention.
Neurolinguists have found that semantic perception is open to multisensory stimulation, as …