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Journal of Artificial Intelligence for Materials Science
ISSN: 3149-8957
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Vol 1, Issue 1 (2022)

Failure, Uncertainty, and Risk in Materials AI — How Negative Outcomes Are Handled Across the Literature: A Review Study
Ravi Menon, Arjun Nair, Meera Pillai & Suresh Varma
Review | Open access | 18 January 2026 | Article: 95
Inference Without Ground Truth: A Conceptual Theory of Validation in Materials AI
Michael Turner, Daniel Brooks & Olivia Grant
Original Research | Open access | 18 January 2022 | Article: 1
The Coordination Problem in Multi-Model Materials AI Pipelines
Li Zhang & Wei Chen
Original Research | Open access | 18 January 2022 | Article: 2
Epistemic Saturation in Materials Informatics: When More Data Stops Adding Meaning
Kenji Mori, Yuki Sato, Rina Okabe & Takashi Ito
Original Research | Open access | 18 January 2022 | Article: 3
Algorithmic Attention as Scientific Bias: A Conceptual Analysis for Materials AI
Lucas Meyer, Stefan Braun & Anna Schmid
Original Research | Open access | 18 January 2022 | Article: 4
Material Spaces Are Not Euclidean: A Conceptual Critique of Distance Metrics in Materials
Carlos Vega & Maria Hernandez
Original Research | Open access | 18 January 2022 | Article: 5
Synthetic Data as Scientific Intervention: A Conceptual Framework for Materials AI
Ravi Kumar, Neha Sharma, Aniket Deshmukh & Arjun Nair
Original Research | Open access | 18 January 2022 | Article: 6
The Attention Economy of Materials AI: How Model Focus Shapes Scientific Attention Allocation
Michael Turner, Sophia Nguyen, David Clark & Emma Wilson
Original Research | Open access | 18 January 2022 | Article: 96
A Conceptual Theory of Model-Science Interface: Where AI Outputs Become Experimental Inputs
Wei Chen & Li Zhang
Original Research | Open access | 18 January 2022 | Article: 97
The Problem of Scientific Regret in AI-Driven Materials Selection
Hiroshi Tanaka, Yuki Sato, Kenji Mori, Rina Okabe & Takashi Ito
Original Research | Open access | 18 January 2022 | Article: 98
Conceptual Foundations for Adversarial Validation in Materials Machine Learning
Lucas Meyer, Anna Schmid & Stefan Braun
Original Research | Open access | 18 January 2022 | Article: 99
Algorithmic Forgetting as a Design Choice: A Conceptual Analysis of Memory in Materials AI
Maria Hernandez & Carlos Vega
Original Research | Open access | 18 January 2022 | Article: 100
The Measurement Problem in Materials Informatics: When Observing Changes in the System
Ravi Kumar, Neha Sharma, Aniket Deshmukh, Arjun Nair & Meera Pillai
Original Research | Open access | 18 January 2022 | Article: 101
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