164 citations · 217 across the 7 of their papers we have counts for
7 papers
Suppression of errors in collectively coded information
Martin J. Falk, Leon Zhou, Yoshiya J. Matsubara +3
Modern life largely transmits genetic information from mother to daughter through the duplication of single physically intact molecules that encode information. However, copying an…
Learning via mechanosensitivity and activity in cytoskeletal networks
Deb S. Banerjee, Martin J. Falk, Margaret L Gardel +3
In this work we show how a network inspired by a coarse-grained description of actomyosin cytoskeleton can learn - in a contrastive learning framework - from environmental perturba…
Temporal Contrastive Learning through implicit non-equilibrium memory
Martin J. Falk, Adam T. Strupp, Benjamin Scellier +1
The backpropagation method has enabled transformative uses of neural networks. Alternatively, for energy-based models, local learning methods involving only nearby neurons offer be…
Learning to learn: Non-equilibrium design protocols for adaptable materials
Martin J. Falk, Jiayi Wu, Ayanna Matthews +5
Evolution in time-varying environments naturally leads to adaptable biological systems that can easily switch functionalities. Advances in the synthesis of environmentally-responsi…
Curiosity-driven search for novel non-equilibrium behaviors
Martin J. Falk, Finnegan D. Roach, William Gilpin +1
Exploring the spectrum of novel behaviors a physical system can produce can be a labor-intensive task. Active learning is a collection of iterative sampling techniques developed in…
Learning to Control Active Matter
Martin J Falk, Vahid Alizadehyazdi, Heinrich Jaeger +1
The study of active matter has revealed novel non-equilibrium collective behaviors, illustrating their potential as a new materials platform. However, most works treat active matte…
Mechanical Weyl Modes in Topological Maxwell Lattices
D. Zeb Rocklin, Bryan Gin-ge Chen, Martin Falk +2
Topological mechanical structures exhibit robust properties protected by topological invariants. In this letter, we study a family of deformed square lattices that display topologi…