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Microscopic Imprints of Learned Solutions in Tunable Networks

Marcelo Guzman1,*, Felipe Martins1,*, Menachem Stern2, and Andrea J. Liu1

  • 1Department of Physics and Astronomy, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
  • 2AMOLF, Science Park 104, 1098 XG Amsterdam, The Netherlands

  • *These authors contributed equally to this work.

Thermally Robust Cooperative Function in Mechanical Networks

Ben Pisanty, Jovana A. Kim, Andrea J. Liu, and Sidney R. Nagel

PRX Life 4 033009 (2026)

Epithelial convergent extension as a tuning process

Sadjad Arzash, Andrea J. Liu, and M. Lisa Manning

Proc. Natl. Acad. Sci. U.S.A. 123 e2532099123 (2026)

Sequential learning and catastrophic forgetting in differentiable resistor networks

Maniru Ibrahim

Phys. Rev. E 113 065303 (2026)

Mutual multilinearity of nonequilibrium network currents

Sara Dal Cengio, Pedro E. Harunari, Vivien Lecomte, and Matteo Polettini

SciPost Phys. 19 111 (2025)

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