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Journal of Computational and Data-Driven Materials Engineering
Journal of Computational and Data-Driven Materials Engineering
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Articles

Resource Allocation without Deliberation: Governance Structures in Autonomous Materials Experimentation
Fatima Zahra Amrani & Youssef Benali
Original Research | Open access | 18 March 2025 | Article: 129
Pretraining on Matter: Conceptual Limits of Foundation Models for Materials Science
Claire Dupont & Julien Martin
Original Research | Open access | 18 September 2024 | Article: 115
Representation Drift in Iterative Materials Learning Systems
Nguyen Thanh Huy, Pham Quang Minh & Le Thi Bich
Original Research | Open access | 18 September 2024 | Article: 116
Scaling Discovery Infrastructures: Computational Resource Allocation in Materials Engineering and Computational Data
Carlos Vega & Maria Hernandez
Original Research | Open access | 18 September 2024 | Article: 117
Transfer Learning Across Materials Classes: Conceptual Boundaries of Reusability
Lucas Meyer, Stefan Braun & Anna Schmid
Original Research | Open access | 18 September 2024 | Article: 118
Foundation Models in Materials Science: Emerging Architectures and Training Paradigms
Hiroshi Tanaka, Yuki Sato, Kenji Mori & Rina Okabe
Original Research | Open access | 18 September 2024 | Article: 119
Knowledge Graphs for Materials Discovery: Data Structuring, Reasoning, and Applications
Maria Hernandez & Carlos Vega
Original Research | Open access | 18 September 2024 | Article: 120
Transfer Learning in Computational Materials Engineering: Techniques and Case Studies
Daniel Fischer, Laura Meier, Thomas Braun & Stefan Koch
Original Research | Open access | 18 September 2024 | Article: 121
Algorithmic Consensus vs Scientific Consensus in Materials Prediction
Sanjay Kulkarni, Meenal Joshi & Rohan Patil
Original Research | Open access | 18 March 2024 | Article: 108
Closed-World Training in an Open Materials Universe
Natalia Petrova, Elena Stoyanova & Ivan Dimitrov
Original Research | Open access | 18 March 2024 | Article: 109
Data Lineage and Scientific Traceability in Computational Materials Pipelines
Lucas Andrade & Mariana Lopes
Original Research | Open access | 18 March 2024 | Article: 110
Discovery Recommendation Systems: Reframing Materials Selection Algorithms
Wei Liu & Zhang Min
Original Research | Open access | 18 March 2024 | Article: 111
Experimental Validation Bottlenecks in AI-Guided Materials Design
Oliver Grant, Daniel Brooks & Amelia Carter
Original Research | Open access | 18 March 2024 | Article: 112
Knowledge Graphs vs Property Predictors: Competing Infrastructures of Materials Intelligence
Fatima Zahra Amrani & Youssef Benali
Original Research | Open access | 18 March 2024 | Article: 113
Latent Anisotropy: Directional Bias in Materials Embedding Spaces
Daniel Brooks, Ethan Moore & Amelia Carter
Original Research | Open access | 18 March 2024 | Article: 114
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