Institute for Advanced Materials Research Press Institute for Advanced Materials Research Press

Journal of Artificial Intelligence for Materials Science
Journal of Artificial Intelligence for Materials Science
ISSN: 3149-8957
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Articles


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

The Problem of Competing Scientific Ontologies in Materials Knowledge Representation
Ivan Petrov, Olga Ivanova & Dmitry Smirnov
Original Research | Open access | 18 January 2025 | Article: 135

Conceptual Approaches to Uncertainty Communication in Materials AI: A Review Study
Thabo Nkosi, Lerato Molefe, Sipho Dlamini, Ayanda Mokoena & Kabelo Ndlovu
Review | Open access | 18 January 2025 | Article: 136

The Literature on Scientific Rigor in AI-Assisted Materials Discovery — Standards and Gaps: A Review Study
Juan Perez, Ana Gutierrez & Carlos Lopez
Review | Open access | 18 January 2025 | Article: 137

Conceptual Models of the AI-Materials Scientist Interface — From Tool to Collaborator: A Review Study
Elena Petrova, Ivan Georgiev, Nikolay Stoyanov & Petar Kolev
Review | Open access | 18 January 2025 | Article: 138

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