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Journal of Artificial Intelligence for Materials Science
Journal of Artificial Intelligence for Materials Science
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Vol 2, Issue 1 (2023)

Temporal Myopia in AI-Accelerated Materials Research
Lucas Pereira, Bruno Martins & Renata Azevedo
Original Research | Open access | 18 January 2023 | Article: 12
From Property Prediction to Materials Narratives: A Conceptual Shift in Scientific Reporting
Hiroshi Nakamura & Yuta Kato
Original Research | Open access | 18 January 2023 | Article: 13
Algorithmic Path Dependence in AI-Driven Materials Design
Maria Gonzalez, Javier Ruiz & Lucia Torres
Original Research | Open access | 18 January 2023 | Article: 14
The Problem of Irreversible Decisions in Autonomous Materials Optimization
Ahmed El-Kholy, Nour Abdelrahman, Karim Hassan & Mona Saad
Original Research | Open access | 18 January 2023 | Article: 15
Representation Compression and Scientific Loss in Materials AI
Claire Dupont & Julien Martin
Original Research | Open access | 18 January 2023 | Article: 16
Scientific Fragility in End-to-End Materials AI Pipelines
Sanjay Kulkarni, Meenal Joshi & Rohan Patil
Original Research | Open access | 18 January 2023 | Article: 17
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
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