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.

83 papers

Showing 1-12 of total 83 evidence records.

Open a paper to inspect abstract, source links, and topic context.

2027PubMedSupporting evidence

Artificial intelligence-guided nanozyme engineering for chronic wound healing: from rational design to precision therapeutics.

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

Oct 1, 2026

2026CrossrefDirectly related0 citations

AI-Guided Self-Driving Laboratories for Advanced Materials Discovery

Bernard Mallia; Rossana Caputo

Aug 31, 2026Computing&AI Connect

2026CrossrefSupporting evidence0 citations

Improving predictive modeling in materials science based on data augmentation approach

Mohamed Hamidi; Mohamed Loutou

Jul 10, 2026Journal of Materials Science: Materials in Engineering

2026CrossrefSupporting evidence0 citations

Transport Novelty Distance: A Distributional Metric for Evaluating Material Generative Models

Paul Hagemann; Simon Müller; Janine George; Philipp Benner

Jul 6, 2026Journal of Physics: Materials

2026CrossrefDirectly related0 citations

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

Mihail Kolev

Jul 6, 2026Encyclopedia

2026CrossrefSupporting evidence0 citations

AI-Driven Optical Metamaterial Design: A Platform-Oriented Review

Guangyao Xu; Xiaolong Wei; Changhui Shen; Tongtong Song; Hongchen Chu; Jie Luo; Yun Lai

Jul 2, 2026AI Materials

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

2026CrossrefSupporting evidence0 citations

AI/ML Enabled High‐Throughput Design and Synthesis for Energetic Molecules

Wen Qian

May 19, 2026Materials Genome Engineering Advances

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

2026CrossrefSupporting evidence1 citations

Artificial Intelligence at the Intersection of Chemistry and Materials Science

Tomas Gregan; Juraj Gregan

Mar 2, 2026AI