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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 3, Issue 2 (2024)

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
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