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Journal of Artificial Intelligence for Materials Science
Journal of Artificial Intelligence for Materials Science
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Vol 1, Issue 2 (2022)

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
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
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