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20222025
most citedLearning Dynamic Graphs, Too Slow

2 citations · 7 across the 13 of their papers we have counts for

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Showing 2024Show all

5 papers · 1 filter

cs.SI2024

Citation Sentiment Reflects Multiscale Sociocultural Norms

Xiaohuan Xia, Mathieu Ouellet, Shubhankar P. Patankar +2

Modern science is formally structured around scholarly publication, where scientific knowledge is canonized through citation. Precisely how citations are given and accrued can prov…

cs.LG2024

Which bits went where? Past and future transfer entropy decomposition with the information bottleneck

Kieran A. Murphy, Zhuowen Yin, Dani S. Bassett

Whether the system under study is a shoal of fish, a collection of neurons, or a set of interacting atmospheric and oceanic processes, transfer entropy measures the flow of informa…

cs.IT2024★ 1 cited

Surveying the space of descriptions of a composite system with machine learning

Kieran A. Murphy, Yujing Zhang, Dani S. Bassett

Multivariate information theory provides a general and principled framework for understanding how the components of a complex system are connected. Existing analyses are coarse in…

cs.LG2024

Comparing the information content of probabilistic representation spaces

Kieran A. Murphy, Sam Dillavou, Dani S. Bassett

Probabilistic representation spaces convey information about a dataset and are shaped by factors such as the training data, network architecture, and loss function. Comparing the i…

cond-mat.soft2024

Mechanical prions: Self-assembling microstructures

Mathieu Ouellet, Dani S. Bassett, Lee C. Bassett +2

Prions are misfolded proteins that transmit their structural arrangement to neighboring proteins. In biological systems, prion dynamics can produce a variety of complex functional…