Cover Image

Confusion-driven machine learning of structural phases of a flexible, magnetic Stockmayer polymer

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Perera, Dilina, McAllister, Samuel, Cerdà, Joan Josep, Vogel, Thomas
Format:	Preprint
Published:	2025
Subjects:	Soft Condensed Matter
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Stockmayer Fluid with a Shifted Dipole: Bulk Behavior
by: Walker, Pierre J., et al.
Published: (2026)

Stockmayer Fluid with a Shifted Dipole: Interfacial Behavior
by: Varner, Samuel, et al.
Published: (2025)

Entropy-driven phase behaviour of all-DNA associative polymers
by: Guerra, Francesco Tosti, et al.
Published: (2025)

Fast phase prediction of charged polymer blends by white-box machine learning surrogates
by: Ellis, Clayton, et al.
Published: (2025)

Tethered flexible polymer under oscillatory linear flow
by: Lamura, A.
Published: (2024)

Activity-enhanced shear thinning of flexible linear polar polymers
by: Panda, Arindam, et al.
Published: (2025)

Equilibrium phases and phase transitions in multicritical magnetic polymers
by: Raiola, Alberto, et al.
Published: (2025)

Polydisperse polymer fractionation between phases
by: de Souza, J. Pedro, et al.
Published: (2024)

Entropic phase separation in polymer--vitrimer melts
by: Constantinou, A. A. Rispo, et al.
Published: (2026)

Modeling of polymer phase transition from crystalline to conformationally disordered phase
by: Atrazhev, V. V., et al.
Published: (2026)

Activity-driven polymer knotting for macromolecular topology engineering
by: Li, Jia-Xiang, et al.
Published: (2024)

Molecular simulations of phase separation in elastic polymer networks
by: Yokoyama, Takahiro, et al.
Published: (2025)

Shape instabilities driven by topological defects in nematic polymer networks
by: Paparini, Silvia, et al.
Published: (2025)

How do polymers stretch in capillary-driven extensional flows?
by: Calabrese, Vincenzo, et al.
Published: (2024)

Excluded volume effects on tangentially driven active ring polymers
by: Lamura, A.
Published: (2024)

A theoretical framework for investigating the role of stiffness heterogeneity in structure and dynamics of flexible polymer
by: Saini, Arvind, et al.
Published: (2025)

Interplay between self-assembly and phase separation in a polymer-complex model
by: Li, Tianhao, et al.
Published: (2023)

Predicting structure and swelling of microgels with different crosslinker concentrations combining machine-learning with numerical simulations
by: Marín-Aguilar, Susana, et al.
Published: (2025)

Kinetic phase diagram for two-step nucleation in colloid-polymer mixtures
by: Gispen, Willem, et al.
Published: (2025)

Dynamic response of a ferromagnetic nanofilament under rotating fields: effects of flexibility, thermal fluctuations and hydrodynamics
by: Sánchez, Pedro A., et al.
Published: (2024)

Conformational properties of active semiflexible polymers
by: Eisenstecken, Thomas, et al.
Published: (2016)

Theory of polymers in binary solvent solutions: mean-field free energy and phase behavior
by: Marcato, Davide, et al.
Published: (2024)

Melting line of silicon modelled with a machine-learning potential
by: Fomin, Yu. D.
Published: (2025)

Diffusion, phase behavior and gelation in a two-dimensional layer of colloids in osmotic equilibrium with a polymer reservoir
by: Griffiths, Sam E, et al.
Published: (2021)

Coherent modeling of double-folded ring polymers and their underlying random tree structure
by: van der Hoek, Pieter H. W., et al.
Published: (2026)

Exploring structure-property relationship on a nanoscale for tailoring films of amphiphilic polymer co-networks
by: Hagmann, Kevin, et al.
Published: (2026)

Tunable dynamics of flexible magnetic microcrosses: synchronous rotation, breathing and out-of-plane arm overtaking
by: Tavacoli, Joseph, et al.
Published: (2025)

Activity-driven emulsification of phase-separating binary mixtures
by: Diaz, Javier, et al.
Published: (2023)

Liquid-liquid phase separation driven by charge heterogeneity
by: Notarmuzi, Daniele, et al.
Published: (2024)

Effect of molecular structure of eco-friendly glycolipid biosurfactants on the adsorption of hair-care conditioning polymers
by: Fernandez-Pena, Laura, et al.
Published: (2024)

Molecular simulations of crazes in glassy polymers under cyclic loading
by: Laschuetza, Tobias, et al.
Published: (2024)

Monitoring of polymer viscosity by simultaneous ultrasonic and rheological measurements at high and varying temperatures
by: Houhat, Nesrine, et al.
Published: (2025)

Growth of membranes formed by associating polymers at interfaces
by: Govorun, Elena N., et al.
Published: (2024)

A tutorial on simulating nonlinear behaviors of flexible structures with the discrete differential geometry (DDG) method
by: Huang, Weicheng, et al.
Published: (2025)

A collision model for very flexible Cosserat rods and immersed-boundary fluid-structure coupling
by: Löhrer, Bastian, et al.
Published: (2025)

Packing and ejection dynamics of polymers: Role of confinement, polymer stiffness and activity
by: Upadhyay, Gokul, et al.
Published: (2024)

Aggregation and structural phase transitions of semiflexible polymer bundles: a braided circuit topology approach
by: Berx, Jonas, et al.
Published: (2023)

The dynamics of machine-learned "softness" in supercooled liquids describe dynamical heterogeneity
by: Ridout, Sean A., et al.
Published: (2024)

Complex topologies in phase separated droplets predicted from universal phase diagram
by: Kumar, Amit, et al.
Published: (2025)

Measuring topological constraint relaxation in ring-linear polymer blends
by: Vigil, Daniel L., et al.
Published: (2024)