Literature DB >> 31870029

Tuning and jamming reduced to their minima.

Miguel Ruiz-García1, Andrea J Liu1, Eleni Katifori1.   

Abstract

Inspired by protein folding, we smooth out the complex cost function landscapes of two processes: the tuning of networks and the jamming of ideal spheres. In both processes, geometrical frustration plays a role-tuning pressure differences between pairs of target nodes far from the source in a flow network impedes tuning of nearby pairs more than the reverse process, while unjamming the system in one region can make it more difficult to unjam elsewhere. By modifying the cost functions to control the order in which functions are tuned or regions unjam, we smooth out local minima while leaving global minima unaffected, increasing the success rate for reaching global minima.

Year:  2019        PMID: 31870029     DOI: 10.1103/PhysRevE.100.052608

Source DB:  PubMed          Journal:  Phys Rev E        ISSN: 2470-0045            Impact factor:   2.529


  1 in total

1.  Model architecture can transform catastrophic forgetting into positive transfer.

Authors:  Miguel Ruiz-Garcia
Journal:  Sci Rep       Date:  2022-06-24       Impact factor: 4.996

  1 in total

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