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

Model Lineage and Knowledge Inheritance in Iterative Materials AI Systems
Natalia Petrova, Elena Stoyanova & Ivan Dimitrov
Original Research | Open access | 18 January 2023 | Article: 18
The Illusion of Novelty in Generative Materials Models
Lucas Andrade & Mariana Lopes
Original Research | Open access | 18 January 2023 | Article: 19
When Optimization Conflicts with Discovery: A Conceptual Tension in Materials AI
Wei Liu & Zhang Min
Original Research | Open access | 18 January 2023 | Article: 20
Algorithmic Confidence as a Control Signal in Materials Research
Daniel Brooks, Amelia Carter & Ethan Moore
Original Research | Open access | 18 January 2023 | Article: 21
Scientific Blind Spots Introduced by Feature Engineering in Materials Informatics
Fatima Zahra Amrani, Youssef Benali & Samira El-Haddad
Original Research | Open access | 18 January 2023 | Article: 22
Exploration without Explanation: A Conceptual Critique of Black-Box Materials Discovery
Hiroshi Tanaka, Yuki Sato, Kenji Mori & Rina Okabe
Original Research | Open access | 18 January 2023 | Article: 23
The Problem of Epistemic Debt in Iterative Materials AI Pipelines
Bruno Martins, Lucas Pereira, Renata Azevedo & Pedro Costa
Original Research | Open access | 18 January 2023 | Article: 107
A Conceptual Distinction between Generalization and Transfer in Materials Machine Learning
Hiroshi Nakamura & Yuta Kato
Original Research | Open access | 18 January 2023 | Article: 108
Algorithmic Settling Time: A Conceptual Framework for When Materials AI Outputs Stabilize
Maria Gonzalez, Javier Ruiz, Lucia Torres & Elena Ruiz
Original Research | Open access | 18 January 2023 | Article: 109
The Curse of Optimality: When Perfect Optimization Undermines Scientific Understanding
Nour Abdelrahman, Karim Hassan & Ahmed El-Kholy
Original Research | Open access | 18 January 2023 | Article: 110
Conceptual Foundations for Value-Sensitive Design of Materials AI Systems
Claire Dupont & Julien Martin
Original Research | Open access | 18 January 2023 | Article: 111
Model Entropy and Scientific Information Loss in Compressed Representations of Materials
Sanjay Kulkarni, Meenal Joshi, Rohan Patil & Aniket Deshmukh
Original Research | Open access | 18 January 2023 | Article: 112
The Role of Surprise in AI-Driven Materials Discovery
Claire Martin, Sophie Bernard & Julien Robert
Original Research | Open access | 18 July 2022 | Article: 7
Scientific Overconfidence in High-Performing Materials AI Systems
Ahmed Mansour & Omar Saeed
Original Research | Open access | 18 July 2022 | Article: 8
Compositional Generalization as a Distinct Failure Mode in Materials AI
Daniel Fischer, Laura Meier & Thomas Braun
Original Research | Open access | 18 July 2022 | Article: 9
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