Institute for Advanced Materials Research Press Institute for Advanced Materials Research Press
Home About Policies Contact
Login Register
Journal of Artificial Intelligence for Materials Science
ISSN: 3149-8957
Submit your manuscript Review for us
Archive Search Contact
Aims and scope Policies Editorial board Indexing
For authors
|
Current issue 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 Author Guidelines
Follow this journal
Get notified of new updates and articles.