List of works - Ekin Çubuk

Identifying structural flow defects in disordered solids using machine-learning methods.

scientific article

A structural approach to relaxation in glassy liquids

Stress effects on the initial lithiation of crystalline silicon nanowires: reactive molecular dynamics simulations using ReaxFF

scientific article published on January 5, 2015

Long-Time Dynamics through Parallel Trajectory Splicing

scientific article

Structural Properties of Defects in Glassy Liquids

scientific article published on 19 April 2016

Relationship between local structure and relaxation in out-of-equilibrium glassy systems.

scientific article published on 27 December 2016

Atomic Insight into the Lithium Storage and Diffusion Mechanism of SiO2/Al2O3 Electrodes of Lithium Ion Batteries: ReaxFF Reactive Force Field Modeling

scientific article published on March 25, 2016

Structure-property relationships from universal signatures of plasticity in disordered solids

scientific article

Atomic Layer Deposition of Stable LiAlF4 Lithium Ion Conductive Interfacial Layer for Stable Cathode Cycling

scientific article published on 30 June 2017

High-Temperature Quantum Anomalous Hall Effect in n-p Codoped Topological Insulators

scientific article published on 27 July 2016

Metallic Metal-Organic Frameworks Predicted by the Combination of Machine Learning Methods and Ab Initio Calculations

scientific article published on 31 July 2018

Machine learning determination of atomic dynamics at grain boundaries

article published in the Proceedings of the National Academy of Sciences of the United States of America

Theory of Structural Transformation in Lithiated Amorphous Silicon

scientific article published on June 12, 2014

Accelerated Search and Design of Stretchable Graphene Kirigami Using Machine Learning

scientific article published on 01 December 2018

Screening billions of candidates for solid lithium-ion conductors: A transfer learning approach for small data

scientific article published on 01 June 2019

Representations in neural network based empirical potentials

scientific article published in July 2017

Disconnecting structure and dynamics in glassy thin films.

scientific article published on 19 September 2017

Morphological Evolution of Si Nanowires upon Lithiation: A First-Principles Multiscale Model

scientific article published on 02 April 2013

Controlling O coverage and stability by alloying Au and Ag.

scientific article

Combining superionic conduction and favorable decomposition products in the crystalline lithium-boron-sulfur system: a new mechanism for stabilizing solid Li-ion electrolytes

scientific article published on 23 July 2020

Designing self-assembling kinetics with differentiable statistical physics models

scientific article published on 9 March 2021

Scaling deep learning for materials discovery

Revealing the Spectrum of Unknown Layered Materials with Superhuman Predictive Abilities

scientific article published on 03 December 2018

Erratum: Accelerated Search and Design of Stretchable Graphene Kirigami Using Machine Learning [Phys. Rev. Lett. 121, 255304 (2018)]

scientific article published on 01 August 2019

Forward and inverse design of kirigami via supervised autoencoder

A New Solid Li-ion Electrolyte from the Crystalline Lithium-Boron-Sulfur System

scholarly article

List of works by Ekin Çubuk

Identifying structural flow defects in disordered solids using machine-learning methods.

A structural approach to relaxation in glassy liquids

Stress effects on the initial lithiation of crystalline silicon nanowires: reactive molecular dynamics simulations using ReaxFF

Long-Time Dynamics through Parallel Trajectory Splicing

Structural Properties of Defects in Glassy Liquids

Relationship between local structure and relaxation in out-of-equilibrium glassy systems.

Atomic Insight into the Lithium Storage and Diffusion Mechanism of SiO2/Al2O3 Electrodes of Lithium Ion Batteries: ReaxFF Reactive Force Field Modeling

Structure-property relationships from universal signatures of plasticity in disordered solids

Atomic Layer Deposition of Stable LiAlF4 Lithium Ion Conductive Interfacial Layer for Stable Cathode Cycling

High-Temperature Quantum Anomalous Hall Effect in n-p Codoped Topological Insulators

Metallic Metal-Organic Frameworks Predicted by the Combination of Machine Learning Methods and Ab Initio Calculations

Machine learning determination of atomic dynamics at grain boundaries

Theory of Structural Transformation in Lithiated Amorphous Silicon

Accelerated Search and Design of Stretchable Graphene Kirigami Using Machine Learning

Screening billions of candidates for solid lithium-ion conductors: A transfer learning approach for small data

Representations in neural network based empirical potentials

Disconnecting structure and dynamics in glassy thin films.

Morphological Evolution of Si Nanowires upon Lithiation: A First-Principles Multiscale Model

Controlling O coverage and stability by alloying Au and Ag.

Combining superionic conduction and favorable decomposition products in the crystalline lithium-boron-sulfur system: a new mechanism for stabilizing solid Li-ion electrolytes

Designing self-assembling kinetics with differentiable statistical physics models

Scaling deep learning for materials discovery

Revealing the Spectrum of Unknown Layered Materials with Superhuman Predictive Abilities

Erratum: Accelerated Search and Design of Stretchable Graphene Kirigami Using Machine Learning [Phys. Rev. Lett. 121, 255304 (2018)]

Forward and inverse design of kirigami via supervised autoencoder

A New Solid Li-ion Electrolyte from the Crystalline Lithium-Boron-Sulfur System