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Journal of Artificial Intelligence for Materials Science
Journal of Artificial Intelligence for Materials Science
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Vol 4, Issue 2 (2025)

Model Collapse in Materials AI: A Conceptual Account of Over-Reuse, Dataset Recycling, and Knowledge Decay
Daniel Fischer, Laura Meier & Thomas Braun
Original Research | Open access | 18 July 2025 | Article: 76
AI-Mediated Hypothesis Generation in Materials Science: A Conceptual Framework for Scientific Creativity
Nguyen Thanh Huy, Pham Quang Minh & Le Thi Bich
Original Research | Open access | 18 July 2025 | Article: 77
The Problem of Negative Results in Materials AI: A Conceptual Proposal for Failure-Aware Learning Systems
Fatima Zahra Amrani & Youssef Benali
Original Research | Open access | 18 July 2025 | Article: 78
Boundary Conditions of Transfer Learning in Materials Science: A Conceptual Theory of When Knowledge Transfers Fail
Bruno Martins, Lucas Pereira & Renata Azevedo
Original Research | Open access | 18 July 2025 | Article: 79
Scientific Risk in Autonomous Materials Discovery: A Conceptual Framework for Anticipating Unsafe Recommendations
Hiroshi Nakamura & Yuta Kato
Original Research | Open access | 18 July 2025 | Article: 80
Benchmarking Without Illusion: A Conceptual Critique of Performance Comparisons in Materials AI
Javier Ruiz, Maria Gonzalez & Lucia Torres
Original Research | Open access | 18 July 2025 | Article: 81
Explainability Drift in Iterative Materials AI Workflows: A Conceptual Failure Analysis
Lucas Andrade & Mariana Lopes
Original Research | Open access | 18 July 2025 | Article: 82
The Hidden Cost of Acceleration: A Conceptual Analysis of Time Compression in AI-Driven Materials Research
Natalia Petrova, Elena Stoyanova & Ivan Dimitrov
Original Research | Open access | 18 July 2025 | Article: 83
Data Is Not Neutral: A Conceptual Framework for Value-Laden Measurement Choices in Materials Informatics
Sanjay Kulkarni, Meenal Joshi & Rohan Patil
Original Research | Open access | 18 July 2025 | Article: 84
The Problem of Scientific Lock-In Through Early AI Adoption in Materials Domains
Hassan Ali, Mariam Farooq & Usman Shah
Original Research | Open access | 18 July 2025 | Article: 139
A Conceptual Framework for Anticipating Second-Order Effects of Materials AI Deployment
Khaled Mahfouz, Rania Abdelaziz, Sherif Adel, Dina Mostafa, Tamer Nabil & Reem Saad
Original Research | Open access | 18 July 2025 | Article: 140
Algorithmic Curiosity as Scientific Method: A Conceptual Proposal for Exploration-Driven Materials AI
Thomas Andersen, Lars Nielsen & Mette Sørensen
Original Research | Open access | 18 July 2025 | Article: 141
The Problem of Normative Assumptions in Materials AI Objective Functions
Ricardo Alves, Bruno Costa, Helena Martins & Nuno Faria
Original Research | Open access | 18 July 2025 | Article: 142
Conceptual Foundations for Scientific Contestability in AI-Driven Materials Decisions
Mohammed Al-Farsi, Salim Al-Harthy & Nasser Al-Rawahi
Original Research | Open access | 18 July 2025 | Article: 143
A Theory of Scientific Patience for Time-Conditioned Materials AI Systems
Anna Svensson & Erik Lindberg
Original Research | Open access | 18 July 2025 | Article: 144
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