Institute for Advanced Materials Research Press Institute for Advanced Materials Research Press
Journals Search Submit Contact
Login Register
Journal of Artificial Intelligence for Materials Science
Journal of Artificial Intelligence for Materials Science
Submit your manuscript Review for us
Archive Search Contact
Aims and scope Policies Editorial board Indexing For authors
|
Current issue All articles All issues

Vol 4, Issue 1 (2025)

Uncertainty and Reliability in Materials AI — Concepts, Language, and Decision Consequences
Daniel Fischer, Laura Meier, Thomas Braun & Stefan Koch
Review | Open access | 18 January 2025 | Article: 65
Causality in Materials Informatics — Conceptual Progress, Limitations, and Future Directions
Nguyen Thanh Huy, Le Thi Bich & Pham Quang Minh
Review | Open access | 18 January 2025 | Article: 66
Governance and Responsible Use of Materials AI — Standards, Transparency, and Risk Management
Fatima Zahra Amrani, Youssef Benali, Samira El-Haddad & Karim Idrissi
Review | Open access | 18 January 2025 | Article: 67
Learning Under Scarcity: A Conceptual Theory of Small-Data Regimes in Materials Artificial Intelligence
Oliver Grant, Daniel Brooks & Amelia Carter
Original Research | Open access | 18 January 2025 | Article: 68
When Accuracy Is Not Enough: A Decision-Theoretic Framework for Evaluating Materials AI Models
Li Zhang & Wei Chen
Original Research | Open access | 18 January 2025 | Article: 69
Physics as Constraint, Not Input: A Conceptual Reframing of Physics-Guided Machine Learning in Materials Science
Kenji Mori, Yuki Sato, Rina Okabe & Takashi Ito
Original Research | Open access | 18 January 2025 | Article: 70
Algorithmic Discovery vs. Scientific Discovery: A Conceptual Boundary for AI-Driven Materials Research
Lucas Meyer, Stefan Braun & Anna Schmid
Original Research | Open access | 18 January 2025 | Article: 71
Latent Spaces as Scientific Objects: A Conceptual Analysis of Representation Geometry in Materials AI
Carlos Vega & Maria Hernandez
Original Research | Open access | 18 January 2025 | Article: 72
Error Propagation Across the Materials AI Pipeline: A System-Level Conceptual Model
Neha Sharma, Ravi Kumar, Aniket Deshmukh & Arjun Nair
Original Research | Open access | 18 January 2025 | Article: 73
Objective Functions Shape Materials Futures: A Conceptual Study of Optimization Targets in AI-Driven Design
Claire Martin, Sophie Bernard & Julien Robert
Original Research | Open access | 18 January 2025 | Article: 74
From Prediction to Prescription: A Conceptual Transition Model for AI-Enabled Materials Decision Systems
Ahmed Mansour & Omar Saeed
Original Research | Open access | 18 January 2025 | Article: 75
Algorithmic Simplicity as Scientific Virtue: A Conceptual Tension in Materials AI Design
Siti Rahman, Ahmad Zaki, Nurul Huda, Amir Faisal & Lim Wei
Original Research | Open access | 18 January 2025 | Article: 131
The Problem of Unbounded Search Spaces in Conceptual Materials Discovery
Peter Novak & Jana Svoboda
Original Research | Open access | 18 January 2025 | Article: 132
Conceptual Foundations for Scientific Audit Trails in Materials AI Systems
Luis Herrera, Daniela Rojas & Andres Castro
Original Research | Open access | 18 January 2025 | Article: 133
A Theory of Justified Abstention for Uncertain Materials AI Models
Omar Khalid, Sara Nadeem, Bilal Farooq & Hina Saeed
Original Research | Open access | 18 January 2025 | Article: 134
Ready to submit?
Start a new submission or continue a submission in progress:
Submission Portal Instructions for authors
Follow this journal
Get notified of new updates and articles.
Journal Sections: