Supplementary Materials - Deficient Executive Control in Transformer Attention by Suketu Patel (17748162)

“…<p dir="ltr">Although transformers in the large language models (LLMs) effectively implement a self-attention mechanism that has revolutionized natural language processing, they lack an explicit implementation of executive control of attention found in humans which is essential for resolving conflicts and selecting relevant information in the presence of competing stimuli, and is critical for adaptive behavior. …”

Data of the questionnaire survey on a large screen. by Minghai Zhu (15503747)

Large network (300 excitatory and 75 inhibitory neurons) that learns to encode three input signals. by Wieland Brendel (8582346)

Results of PERMANOVA examining changes in butterfly community composition and potential drivers at seven sites in Illinois during four time periods (2001, 2006, 2011, 2016). by Nicole B. Kucherov (11558817)

Table 1_Insomnia increases the risk for specific autoimmune diseases: a large-scale retrospective cohort study.docx by Sarah Stenger (21033137)

Boxplots of model performance (R2 values) comparing (A) gendered models when using both balanced and unbalanced datasets, and (B) gender agnostic models with household counts per c... by Seth Goodman (8763351)

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Demographic information. by Prerana Agarwal (21781515)

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Association between variables and time to recurrent admission after AIS hospitalization (using a Weibull accelerated failure time model) in univariate analysis (Model 1) and after... by Lily W. Zhou (16748332)

Increase in cells capable of producing Aβ in brains from patients with sporadic AD brains is largely due to oligodendrocytes. by Rikesh M. Rajani (19200622)

Geographical locations and environmental conditions of the experimental sites (long years average). by Yebirzaf Yeshiwas (19942576)

Physiochemical properties of soil in TLR and BG sites. by Ajay Maletha (13924749)

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Pandemic visit dynamics at a large academic medical center. by Matthew M. Cousins (10312716)

Performance for male, female, and gender agnostic models based on the mean R2 of models trained using features for: cluster locations only (loc), nighttime lights within clusters (... by Seth Goodman (8763351)

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Change in support for AI-enabled autonomous systems from 2018 to 2020. by Michael C. Horowitz (5883152)

Containing the enlargement factor increases the possibility of identification of the large displacement vectors and the accuracy of the tracking. by Samuel E. Haarman (12908291)

Change in smooth muscle NO from a dynamic increase in flow. by William Davis Haselden (9175156)

Kaplan-Meier failure functions for hospital readmission after AIS. by Lily W. Zhou (16748332)

Correlation analysis. by Clare Rainey (11677747)

“…Trust has been cited as a barrier to effective clinical implementation of AI. …”

Fig 3 - by Clare Rainey (11677747)

“…Trust has been cited as a barrier to effective clinical implementation of AI. …”

Participant agreement with heatmap feedback. by Clare Rainey (11677747)

“…Trust has been cited as a barrier to effective clinical implementation of AI. …”