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Journal of Artificial Intelligence for Materials Science
Journal of Artificial Intelligence for Materials Science
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Vol 3, Issue 2 (2024)

A Theory of Multi-Objective Trade-Offs for Sustainable Materials Optimization with AI
Daniel Fischer, Laura Meier, Thomas Braun, Stefan Koch & Felix Roth
Original Research | Open access | 18 July 2024 | Article: 51
Human-in-the-Loop without the Hype: A Conceptual Taxonomy of Human Roles in Materials AI
Nguyen Thanh Huy, Le Thi Bich & Pham Quang Minh
Original Research | Open access | 18 July 2024 | Article: 52
Scientific Accountability for Materials AI: A Conceptual Standard for Reporting Claims and Limitations
Fatima Zahra Amrani & Youssef Benali
Original Research | Open access | 18 July 2024 | Article: 53
Bias in Materials Datasets without Datasets: A Conceptual Account of How Bias Enters Before Any Modeling
Lucas Pereira, Bruno Martins, Renata Azevedo & Pedro Costa
Original Research | Open access | 18 July 2024 | Article: 54
Generalization in Materials AI: A Theoretical Distinction between New Compositions, New Structures, and New Physics
Hiroshi Nakamura, Yuta Kato & Aiko Morita
Original Research | Open access | 18 July 2024 | Article: 55
A Conceptual Blueprint for “Digital Materials Twins” without Simulation: Definitions, Boundaries, and Use-Cases
Maria Gonzalez & Javier Ruiz
Original Research | Open access | 18 July 2024 | Article: 56
Mechanistic vs. Predictive Success: A Theory of What “Understanding” Means for AI in Materials Science‎
Ahmed El-Kholy, Nour Abdelrahman, Karim Hassan & Mona Saad
Original Research | Open access | 18 July 2024 | Article: 57
The Ethics of Materials Acceleration: A Conceptual Analysis of Sustainability, Labor, and Dual-Use Tensions
Claire Dupont, Julien Martin & Sophie Bernard
Original Research | Open access | 18 July 2024 | Article: 58
From Black Box to Scientific Instrument: A Conceptual Pathway for Validating AI as a Materials Reasoning Tool‎
Lucas Pereira & Bruno Martins
Original Research | Open access | 18 July 2024 | Article: 59
Failure Modes in Materials AI Explanations: A Conceptual Catalog and Prevention Principles
Hiroshi Nakamura & Yuta Kato
Original Research | Open access | 18 July 2024 | Article: 60
Ontology-Driven Materials AI: A Conceptual Proposal for Making Materials Knowledge Machine-Actionable
Sarah Collins & Michael Reed
Original Research | Open access | 18 July 2024 | Article: 61
A Theory of Reproducibility for AI-Generated Materials Insights: What Must Be True for Claims to Hold
Wei Liu & Zhang Min
Original Research | Open access | 18 July 2024 | Article: 62
Conceptual Foundations of Applied AI in Materials Science - Definitions, Assumptions, and Open Debates
Hiroshi Tanaka, Yuki Sato, Kenji Mori & Rina Okabe
Original Research | Open access | 18 July 2024 | Article: 63
Interpretability in Materials AI — What “Explanation” Means and How It Should Be Evaluated Conceptually
Maria Hernandez, Carlos Vega & Lucia Torres
Review | Open access | 18 July 2024 | Article: 64
Toward Autonomous Materials Intelligence: A Human–AI–Physics Framework for Discovering, Optimizing, and Validating Next-Generation Materials
Yousef Al-Qahtani, Fahad Al-Salem & Abdullah Al-Harbi
Original Research | Open access | 18 July 2024 | Article: 125
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