Institute for Advanced Materials Research Press Institute for Advanced Materials Research Press

Journal of Artificial Intelligence for Materials Science
ISSN: 3149-8957
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Articles


Active Learning-Driven Bayesian Optimization of Catalytic Nanoparticles for CO₂ Reduction
Hiroshi Tanaka, Yuki Sato, Kenji Mori & Rina Okabe
Original Research | Open access | 18 July 2023 | Article: 34

Graph Neural Networks for Predicting Defect Formation Energies in 2D Materials
Lucas Meyer & Anna Schmid
Original Research | Open access | 18 July 2023 | Article: 35

Self-Supervised Representation Learning of Microstructures from Electron Microscopy for Property Prediction
Maria Hernandez & Carlos Vega
Original Research | Open access | 18 July 2023 | Article: 36

A Theory of Justifiable Abstraction in Multi-Scale Materials AI
Oliver Grant, David Clark & Sophia Nguyen
Original Research | Open access | 18 July 2023 | Article: 113

The Problem of Scientific Teleology in Goal-Directed Materials Optimization
Jinwoo Park, Minji Kim & Seung Lee
Original Research | Open access | 18 July 2023 | Article: 114

Conceptual Limits of Analogy-Based Reasoning in Generative Materials Models
Carlos Ramirez, Elena Torres, Pablo Ortega & Sofia Mendes
Original Research | Open access | 18 July 2023 | Article: 115

Scientific Blind Spots in Materials AI—A Systematic Conceptual Mapping: A Review Study
James Walker & Olivia Harris
Review | Open access | 18 July 2023 | Article: 116

The Handling of Domain Shift in Materials Machine Learning Literature: A Review Study
Ali Hassan, Noor Siddiqui, Bilal Khan & Sana Malik
Review | Open access | 18 July 2023 | Article: 117

Conceptual Foundations of Multi-Fidelity Materials AI — Assumptions and Trade-Offs: A Review Study
Chen Hao, Liu Fang & Zhao Lin
Review | Open access | 18 July 2023 | Article: 118

Temporal Myopia in AI-Accelerated Materials Research
Lucas Pereira, Bruno Martins & Renata Azevedo
Original Research | Open access | 18 January 2023 | Article: 12

From Property Prediction to Materials Narratives: A Conceptual Shift in Scientific Reporting
Hiroshi Nakamura & Yuta Kato
Original Research | Open access | 18 January 2023 | Article: 13

Algorithmic Path Dependence in AI-Driven Materials Design
Maria Gonzalez, Javier Ruiz & Lucia Torres
Original Research | Open access | 18 January 2023 | Article: 14

The Problem of Irreversible Decisions in Autonomous Materials Optimization
Ahmed El-Kholy, Nour Abdelrahman, Karim Hassan & Mona Saad
Original Research | Open access | 18 January 2023 | Article: 15

Representation Compression and Scientific Loss in Materials AI
Claire Dupont & Julien Martin
Original Research | Open access | 18 January 2023 | Article: 16

Scientific Fragility in End-to-End Materials AI Pipelines
Sanjay Kulkarni, Meenal Joshi & Rohan Patil
Original Research | Open access | 18 January 2023 | Article: 17