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Journal of Computational and Data-Driven Materials Engineering
Journal of Computational and Data-Driven Materials Engineering
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Vol 2, Issue 2 (2023)

Search without Coverage: Exploration Blind Spots in AI-Guided Materials Discovery
Claire Martin, Julien Robert & Sophie Bernard
Original Research | Open access | 18 September 2023 | Article: 102
Simulation Priors in Machine Learning Materials Models: Hidden Physics Assumptions
Ahmed Mansour & Omar Saeed
Original Research | Open access | 18 September 2023 | Article: 103
The Interpretability–Complexity Paradox in Deep Materials Networks
Bruno Martins, Lucas Pereira & Renata Azevedo
Original Research | Open access | 18 September 2023 | Article: 104
Computational and Data-Driven Materials Engineering: Multimodal Materials Datasets, Integration Frameworks, and Discovery Potential
Maria Gonzalez, Javier Ruiz & Lucia Torres
Review | Open access | 18 September 2023 | Article: 106
Data-Driven Materials Engineering: Inverse Design Strategies, Machine Learning Architectures, and Application Domains
Ahmed El-Kholy, Nour Abdelrahman, Karim Hassan & Mona Saad
Review | Open access | 18 September 2023 | Article: 107
Optimization without Causality: Limits of Correlation-Driven Materials Design
Ravi Kumar, Neha Sharma & Arjun Nair
Original Research | Open access | 18 September 2023 | Article: 101
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