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Journal of Artificial Intelligence for Materials Science
Journal of Artificial Intelligence for Materials Science
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Vol 5, Issue 1 (2026)

From Correlations to Design Rules: A Conceptual Model of Knowledge Extraction in Materials AI
Claire Dupont & Julien Martin
Original Research | Open access | 18 January 2026 | Article: 85
Human Oversight as System Design: A Conceptual Reframing of Control in Semi-Autonomous Materials AI
Ahmed El-Kholy, Nour Abdelrahman, Karim Hassan & Mona Saad
Original Research | Open access | 18 January 2026 | Article: 86
The Limits of Scale in Materials AI: A Conceptual Argument Against ‘Bigger Is Always Better’
Wei Liu & Zhang Min
Original Research | Open access | 18 January 2026 | Article: 87
Uncertainty-Conditioned Experiment Planning: A Conceptual Framework for AI-Guided Materials Exploration
Hiroshi Tanaka, Yuki Sato, Kenji Mori & Rina Okabe
Original Research | Open access | 18 January 2026 | Article: 88
Scientific Claims Under Distribution Shift: A Conceptual Theory for Robust Materials AI Inference
Lucas Meyer, Anna Schmid & Stefan Braun
Original Research | Open access | 18 January 2026 | Article: 89
Small-Data and Sparse-Regime Learning in Materials AI — Methods, Assumptions, and Limits
Maria Hernandez, Carlos Vega & Lucia Torres
Review | Open access | 18 January 2026 | Article: 90
Physics-Integrated Machine Learning for Materials Science — Conceptual Taxonomies and Open Questions
Daniel Brooks, Amelia Carter & Ethan Moore
Review | Open access | 18 January 2026 | Article: 91
Benchmarking Practices in Materials Artificial Intelligence — What Is Measured and What Is Missed
Fatima Zahra Amrani, Youssef Benali & Samira El-Haddad
Review | Open access | 18 January 2026 | Article: 92
Autonomous and Semi-Autonomous Laboratories in Materials Science — Conceptual Foundations and Risks: A Review Study
Bruno Martins & Lucas Pereira
Review | Open access | 18 January 2026 | Article: 93
Representation Learning for Materials Microstructures — Conceptual Advances and Interpretability Challenges: A Review Study
Hiroshi Nakamura, Yuta Kato & Aiko Morita
Review | Open access | 18 January 2026 | Article: 94
Conceptual Foundations for Scientific Falsifiability of AI-Generated Materials Claims
Ahmed Youssef, Khaled Hassan & Mahmoud Elamin
Original Research | Open access | 18 January 2026 | Article: 146
Algorithmic Diversity as Scientific Robustness: A Conceptual Framework
Fernando Diaz, Lucia Morales, Diego Perez, Valeria Soto & Martin Alvarez
Original Research | Open access | 18 January 2026 | Article: 147
The Problem of Scientific Path Abandonment in AI-Guided Materials Research
Patrick O’Connor & Sean Murphy
Original Research | Open access | 18 January 2026 | Article: 148
A Conceptual Distinction between Exploration Noise and Scientific Error
Nguyen Van Nam, Tran Thi Hoa & Le Minh Duc
Original Research | Open access | 18 January 2026 | Article: 149
The Problem of Convergent Scientific Narratives in Single-Model Materials Regimes
Samuel Boateng, Kwesi Mensah, Kojo Asante & Linda Owusu
Original Research | Open access | 18 January 2026 | Article: 150
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