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AI for Materials Discovery

Artificial IntelligenceUpdated Jul 30, 2026Version v1

Knowledge Timeline Gaps (1)Evidence (40)Community (0)

AI for Materials Discovery — Research Evidence and Topic Memory | Kritoma

Evidence

Public papers linked to this topic and used as evidence for gaps, timelines, and knowledge views.

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Showing 13-23 of total 23 evidence records.

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2023OpenAlexSupporting evidence58 citations

Methods, progresses, and opportunities of materials informatics

Chen Li; Kun Zheng

Jun 1, 2023InfoMat

2022CrossrefSupporting evidence116 citations

Data-driven discovery of 2D materials by deep generative models

Peder Lyngby; Kristian Sommer Thygesen

Nov 11, 2022npj Computational Materials

2022OpenAlexSupporting evidence51 citations

MaterialsAtlas.org: a materials informatics web app platform for materials discovery and survey of state-of-the-art

Jianjun Hu; Stanislav Stefanov; Yuqi Song; Sadman Sadeed Omee; Steph-Yves Louis; Edirisuriya M. Dilanga Siriwardane; Yong Zhao; Lai Wei

Apr 11, 2022npj Computational Materials

2021OpenAlexSupporting evidence85 citations

Encoding the atomic structure for machine learning in materials science

Shunning Li; Yuanji Liu; Dong Chen; Yi Jiang; Zhiwei Nie; Feng Pan

Jun 18, 2021Wiley Interdisciplinary Reviews Computational Molecular Science

2021OpenAlexSupporting evidence79 citations

Computational Discovery of New 2D Materials Using Deep Learning Generative Models

Yuqi Song; Edirisuriya M. Dilanga Siriwardane; Yong Zhao; Jianjun Hu

May 14, 2021ACS Applied Materials & Interfaces

2020CrossrefSupporting evidence11 citations

Predictive Modeling of Critical Temperatures in Superconducting Materials

Natalia Sizochenko; Markus Hofmann

Dec 22, 2020Molecules

2019OpenAlexSupporting evidence2,421 citations

Recent advances and applications of machine learning in solid-state materials science

Jonathan Schmidt; Mário R. G. Marques; Silvana Botti; Miguel A. L. Marques

Aug 8, 2019npj Computational Materials

2019CrossrefSupporting evidence220 citations

Genetic algorithms for computational materials discovery accelerated by machine learning

Paul C. Jennings; Steen Lysgaard; Jens Strabo Hummelshøj; Tejs Vegge; Thomas Bligaard

Apr 10, 2019npj Computational Materials

2019OpenAlexSupporting evidence64 citations

Materials Informatics for Heat Transfer: Recent Progresses and Perspectives

Shenghong Ju; Junichiro Shiomi

Feb 19, 2019Nanoscale and Microscale Thermophysical Engineering

2018OpenAlexSupporting evidence24 citations

Phase‐Mapper: Accelerating Materials Discovery with AI

Junwen Bai; Yexiang Xue; Johan Björck; Ronan Le Bras; Brendan Rappazzo; Richard Bernstein; Santosh K. Suram; R. B. van Dover; John M. Gregoire; Carla P. Gomes

Mar 1, 2018AI Magazine

2017OpenAlexSupporting evidence1,237 citations

Materials discovery and design using machine learning

Yue Liu; Tianlu Zhao; Wangwei Ju; Siqi Shi

Aug 8, 2017Journal of Materiomics

Page 2 of 2Showing 13-23 of total 23 results.