Institute for Advanced Materials Research Press Institute for Advanced Materials Research Press
Home About Policies Contact
Login Register
Journal of Artificial Intelligence for Materials Science
ISSN: 3149-8957
Submit your manuscript Review for us
Archive Search Contact
Aims and scope Policies Editorial board Indexing
For authors
|
Current issue All issues

Articles

When Models Agree for the Wrong Reasons: A Conceptual Analysis of Consensus in Materials AI
Nguyen Thanh Huy, Pham Quang Minh & Le Thi Bich
Original Research | Open access | 18 July 2022 | Article: 10
Latent Variable Leakage in Materials AI: A Conceptual Risk Framework
Fatima Zahra Amrani & Youssef Benali
Original Research | Open access | 18 July 2022 | Article: 11
A Conceptual Typology of Scientific Surprise in AI-Guided Discovery
Claire Martin, Julien Robert, Sophie Bernard & Antoine Girard
Original Research | Open access | 18 July 2022 | Article: 102
Default Assumptions as Hidden Parameters: A Theory of Implicit Priors in Materials AI
Ahmed Mansour & Omar Saeed
Original Research | Open access | 18 July 2022 | Article: 103
Scientific Validation in Materials AI—A Critical Survey of Conceptual Approaches: A Review Study
Daniel Fischer, Laura Meier, Thomas Braun, Stefan Koch & Felix Roth
Review | Open access | 18 July 2022 | Article: 104
The Treatment of Absence and Null Results in Materials Machine Learning Literature: A Review Study
Nguyen Thanh Huy, Pham Quang Minh & Le Thi Bich
Review | Open access | 18 July 2022 | Article: 105
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
Ready to submit?
Start a new submission or continue a submission in progress:
Submission Portal Author Guidelines
Follow this journal
Get notified of new updates and articles.