PyNoetic’s stimuli generation and recording module, which supports both ERP and SSVEP. by Gursimran Singh (575288)

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PyNoetic’s channel selection module, which supports various channel selection criteria including CSP, correlation, Mutual Information, and Chi-squared. by Gursimran Singh (575288)

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Tunable parameters in stimuli generation module. ^<i>a</i>The fixation cross is displayed once before an experiment starts to help subjects concentrate. <sup><i>b</i></su... by Gursimran Singh (575288)

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PyNoetic’s pre-processing module, which supports filtering and artifact removal, including ICA. by Gursimran Singh (575288)

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Performance of various deep learning models from PyNoetic’s classification module on the Motor Imagery decoding task. by Gursimran Singh (575288)

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Illustration of recording paradigm with PyNoetic’s Stimuli generation and recording module. by Gursimran Singh (575288)

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A typical BCI system depicting the flow and processing of EEG data. by Gursimran Singh (575288)

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Classification of the emergent synchronization patterns when stimulating a single brain region for three different cases. by Andrew Patton (10224161)

ISAURO Cognitive Framework v0.1.1 – Public Research Summary (Under 4-Year Embargo) by Megan DeHerrera (21361439)

“…<p>{</p><p dir="ltr"> "title": "ISAURO Cognitive Framework v0.1.1 – Public Research Summary (Under 4-Year Embargo)",</p><p dir="ltr"> "authors": [</p><p> {</p><p dir="ltr"> "name": "Megan Irene DeHerrera",</p><p dir="ltr"> "affiliation": "Revelación Cognitive Research",</p><p dir="ltr"> "orcid_id": "https://orcid.org/0009-0000-2408-9132"</p><p> }</p><p> ],</p><p dir="ltr"> "description": "The ISAURO Cognitive Framework, developed by Megan Irene DeHerrera under Revelación Cognitive Research, is a modular, culturally-aware AI architecture inspired by the adaptive functions of the human brain. …”

Table 1_Static and temporal dynamic changes in brain activity in patients with post-stroke balance dysfunction: a pilot resting state fMRI.docx by Zhiqing Tang (12895406)

“…</p>Conclusion<p>In conclusion, this study provided evidence of functional abnormalities in local brain regions in patients with post-stroke balance dysfunction. …”

Contrast enhancement of digital images using dragonfly algorithm by Soumyajit Saha (19726163)

“…Comparisons with state-of-art methods ensure the superiority of the proposed algorithm. The Python implementation of the proposed approach is available in this <a href="https://github.com/somnath796/DA_contrast_enhancement" target="_blank">Github repository</a>.…”

Data Sheet 1_Human-AI collaboration is not very collaborative yet: a taxonomy of interaction patterns in AI-assisted decision making from a systematic review.pdf by Catalina Gomez (7057646)

“…<p>Leveraging Artificial Intelligence (AI) in decision support systems has disproportionately focused on technological advancements, often overlooking the alignment between algorithmic outputs and human expectations. …”

Data Sheet 1_A three-classification model for identifying migraine with right-to-left shunt using lateralization of functional connectivity and brain network topology: a resting-st... by Weifang Nie (20173242)

“…</p>Methods<p>Firstly, asymmetries in functional connectivity and brain network topology were quantified to laterality indices. …”

A. Illustration of the PredNet Architecture [57]. by Dirk Gütlin (22566778)

Capturing pulse-modulated firing using . by Matthew R. Baker (436704)

Comparative Clustering Methods. by Matthew R. Baker (436704)

Data Sheet 1_Unsupervised method for representation transfer from one brain to another.docx by Daiki Nakamura (20349885)

“…<p>Although the anatomical arrangement of brain regions and the functional structures within them are similar across individuals, the representation of neural information, such as recorded brain activity, varies among individuals owing to various factors. …”

Example of a typical workflow to construct a network using NeKo. by Marco Ruscone (11747264)

The results of curve fitting analysis. by Hai-bo Ai (20790405)

Both Ankle fNIRS MI dataset by Hammad Gilani (8060012)

“…<br></li></ul><p dir="ltr">This dataset can be used to explore neural signatures of lower limb motor imagery, develop brain-computer interface (BCI) algorithms, and investigate cortical hemodynamics associated with motor planning and control.…”