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Journal of Artificial Intelligence for Materials Science
Journal of Artificial Intelligence for Materials Science
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Articles

The Problem of Scientific Consensus in AI-Driven Materials Science—Conceptual Approaches: A Review Study
Andrei Popescu, Mihai Ionescu, Elena Stan, Sorin Dumitrescu & Irina Pavel
Review | Open access | 18 January 2026 | Article: 154
The Literature on Ethical Frameworks for Materials AI—From Principles to Practices: A Review Study
Rashid Al-Mahdi, Khalifa Al-Suwaidi & Mariam Al-Kuwari
Review | Open access | 18 January 2026 | Article: 153
Artificial Intelligence as a Co-Scientist in Materials Science: From Pattern Recognition to Self-Driving Laboratories
Jose Martinez & Carmen Lopez
Review | Open access | 18 January 2026 | Article: 152
Conceptual Foundations of Scientific Evaluation for Generative Materials AI: A Review Study
Nikolai Ivanov, Sergey Volkov & Elena Morozova
Review | Open access | 18 January 2026 | Article: 151
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
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 Scientific Path Abandonment in AI-Guided Materials Research
Patrick O’Connor & Sean Murphy
Original Research | Open access | 18 January 2026 | Article: 148
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
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
Failure, Uncertainty, and Risk in Materials AI — How Negative Outcomes Are Handled Across the Literature: A Review Study
Ravi Menon, Arjun Nair, Meera Pillai & Suresh Varma
Review | Open access | 18 January 2026 | Article: 95
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
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
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
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
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
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