AI for Materials Discovery

Artificial IntelligenceUpdated Oct 5, 2026Version v1

Evidence

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

33 papers

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Showing 1-12 of total 33 evidence records.

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2026arXivDirectly related

Atoms to Processes: The Role of Artificial Intelligence and Machine Learning in Chemical Engineering

Michael Baldea; Linda J. Broadbelt; Marianthi G. Ierapetritou; Akhilesh Jain; Ankur Kumar; Thomas A. Kwan; Fèlix Llovell; Andrew J. Medford; Ilias Mitrai; Joel Paulson; Junyi Qiao; Matthew P. Rivera; Kirti C. Sahu; Lev Sarkisov; Zachary P. Smith; Calvin Tsay; Ching-Mei Wen; Victor M. Zavala; Huacheng Zhang; Dan Zhao

2026CrossrefDirectly related0 citations

AI-Guided Self-Driving Laboratories for Advanced Materials Discovery

Bernard Mallia; Rossana Caputo

Aug 31, 2026Computing&AI Connect

2026CrossrefDirectly related0 citations

Machine Learning in Materials Science: Data-Driven Discovery and Functional Applications

Mihail Kolev

Jul 6, 2026Encyclopedia

2026CrossrefDirectly related0 citations

Matter - AI A Multimodal AI Framework for Accelerated Materials Discovery in Physical Sciences

Prudvi Saisaran Ponduru

Jun 14, 2026International Journal of Innovative Research in Engineering & Multidisciplinary Physical Sciences

2026CrossrefDirectly related7 citations

Generative Design for Alloys: Harnessing Generative Models for Faster Discovery

Cheng Li; Yuehui Xian; Yumei Zhou; Xiangdong Ding; Jun Sun; Dezhen Xue

May 1, 2026Advanced Materials

2026CrossrefDirectly related2 citations

Multi-fidelity learning in materials informatics: methodologies, applications, and outlook

Bo Wang; Yangyang Xu; Yumei Zhou; Dezhen Xue

Mar 30, 2026Journal of Materials Informatics

2026PubMedDirectly related

Artificial intelligence-driven magnetic property prediction and materials discovery for next-generation spintronics.

Elilarassi R; Sivanandakumar D; Nagarajan P; Ilanchezhiyan P; Venkatachalapathy VSK; Velmurugan K

Jan 1, 2026RSC advances

2026PubMedDirectly related

Functional disorder and phase separation in cellular compartmentalization.

Lazar T; Meszaros A; Pestell RG; Nagy P; Tompa P

Jan 1, 2026Current opinion in structural biology

2026PubMedDirectly related

Teaching the Atomic Sentence Method for Source-Verified, AI-Assisted Literature Synthesis to Clinical Health Care Professionals: Single-Cohort Feasibility and Acceptability Study.

Liu SW; Chu SY; Wang HC; Lee MS

Jan 1, 2026JMIR formative research

2026PubMedDirectly related

Efficient and valid large molecule generation via self-supervised generative models.

Kwak D; Chowdhury MR; Yoon BJ; Qian X

Jan 1, 2026npj drug discovery

2026PubMedDirectly related

Statistical AI Enables Precise Screening of Multielement Catalysts.

Li C; Li M; Ran N; Lv Y; Zhou W; Liu J

Jan 1, 2026Journal of the American Chemical Society

2026CrossrefDirectly related25 citations

Machine Learning for Accelerating Energy Materials Discovery: Bridging Quantum Accuracy with Computational Efficiency

Kwang S. Kim

Jan 1, 2026Advanced Energy Materials