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

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

Subject Terms: Computer Science - Information Theory, Computer Science - Machine Learning, Physics - Data Analysis, Statistics and Probability

Access URL: http://arxiv.org/abs/2411.18579

Citation Sentiment Reflects Multiscale Sociocultural Norms

Authors: Xia, Xiaohuan, Ouellet, Mathieu, Patankar, Shubhankar P., Tamir, Diana I., Bassett, Dani S.

Subject Terms: Computer Science - Social and Information Networks

Access URL: http://arxiv.org/abs/2411.09675

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

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

Subject Terms: Computer Science - Machine Learning, Computer Science - Information Theory

Access URL: http://arxiv.org/abs/2411.04992

Towards principles of brain network organization and function

Authors: Kulkarni, Suman, Bassett, Dani S.

Subject Terms: Quantitative Biology - Neurons and Cognition, Condensed Matter - Statistical Mechanics, Physics - Biological Physics

Access URL: http://arxiv.org/abs/2408.02640

Comparing the information content of probabilistic representation spaces

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

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2405.21042

Mechanical prions: Self-assembling microstructures

Authors: Ouellet, Mathieu, Bassett, Dani S., Bassett, Lee C., Murphy, Kieran A., Patankar, Shubhankar P.

Subject Terms: Condensed Matter - Soft Condensed Matter, Physics - Biological Physics

Access URL: http://arxiv.org/abs/2402.10939

Machine-learning optimized measurements of chaotic dynamical systems via the information bottleneck

Authors: Murphy, Kieran A., Bassett, Dani S.

Subject Terms: Computer Science - Machine Learning, Computer Science - Information Theory, Nonlinear Sciences - Chaotic Dynamics

Access URL: http://arxiv.org/abs/2311.04896

Human Learning of Hierarchical Graphs

Authors: Xia, Xiaohuan, Klishin, Andrei A., Stiso, Jennifer, Lynn, Christopher W., Kahn, Ari E., Caciagli, Lorenzo, Bassett, Dani S.

Subject Terms: Quantitative Biology - Neurons and Cognition, Condensed Matter - Statistical Mechanics, Physics - Biological Physics, Physics - Physics and Society

Access URL: http://arxiv.org/abs/2309.02665

Intrinsically motivated graph exploration using network theories of human curiosity

Authors: Patankar, Shubhankar P., Ouellet, Mathieu, Cervino, Juan, Ribeiro, Alejandro, Murphy, Kieran A., Bassett, Dani S.

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Social and Information Networks

Access URL: http://arxiv.org/abs/2307.04962

Information decomposition in complex systems via machine learning

Authors: Murphy, Kieran A., Bassett, Dani S.

Source: PNAS 121 (2024) e2312988121

Subject Terms: Computer Science - Machine Learning, Condensed Matter - Soft Condensed Matter, Computer Science - Information Theory, Physics - Data Analysis, Statistics and Probability

Access URL: http://arxiv.org/abs/2307.04755

This result is not displayed to guests.
Login for full access.

Information content of note transitions in the music of J. S. Bach

Authors: Kulkarni, Suman, David, Sophia U., Lynn, Christopher W., Bassett, Dani S.

Subject Terms: Physics - Physics and Society, Condensed Matter - Statistical Mechanics, Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/2301.00783

Interpretability with full complexity by constraining feature information

Authors: Murphy, Kieran A., Bassett, Dani S.

Source: ICLR 2023

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2211.17264

Compression supports low-dimensional representations of behavior across neural circuits

Authors: Zhou, Dale, Kim, Jason Z., Pines, Adam R., Sydnor, Valerie J., Roalf, David R., Detre, John A., Gur, Ruben C., Gur, Raquel E., Satterthwaite, Theodore D., Bassett, Dani S.

Subject Terms: Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/2211.16599

Characterizing information loss in a chaotic double pendulum with the Information Bottleneck

Authors: Murphy, Kieran A., Bassett, Dani S.

Subject Terms: Computer Science - Machine Learning, Computer Science - Information Theory, Nonlinear Sciences - Chaotic Dynamics

Access URL: http://arxiv.org/abs/2210.14220

Controlling collective dynamical states of mesoscale brain networks with local perturbations

Authors: Papadopoulos, Lia, Battaglia, Demian, Bassett, Dani S.

Subject Terms: Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/2208.12231

A structurally informed model for modulating functional connectivity

Authors: Murphy, Andrew C., Duprat, Romain, Satterthwaite, Theodore D., Oathes, Desmond J., Bassett, Dani S.

Subject Terms: Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/2208.11631

Learning Dynamic Graphs, Too Slow

Authors: Klishin, Andrei A., Christianson, Nicolas H., Siew, Cynthia S. Q., Bassett, Dani S.

Subject Terms: Condensed Matter - Statistical Mechanics, Computer Science - Social and Information Networks, Physics - Physics and Society

Access URL: http://arxiv.org/abs/2207.02177

Synchronization of coupled Kuramoto oscillators competing for resources

Authors: Kroma-Wiley, Keith A., Mucha, Peter J., Bassett, Dani S.

Subject Terms: Nonlinear Sciences - Adaptation and Self-Organizing Systems, Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/2206.02851

Modeling observed gender imbalances in academic citation practices

Authors: Stiso, Jennifer, Oudyk, Kendra, Bertolero, Maxwell M., Zhou, Dale, Teich, Erin G., Lydon-Staley, David M., Zurn, Perry, Bassett, Dani S.

Subject Terms: Computer Science - Digital Libraries, Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/2204.12555