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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 1 (2023)

Algorithmic Novelty vs Chemical Novelty: Rethinking Innovation Metrics
Lucas Andrade & Mariana Lopes
Original Research | Open access | 18 March 2023 | Article: 94
Benchmarking Without Reality: Dataset Construction Bias in Materials Evaluation
Wei Liu & Zhang Min
Original Research | Open access | 18 March 2023 | Article: 95
Compositional Space Is Not Uniform: Density Gradients in Data-Driven Screening
Oliver Grant, Daniel Brooks & Amelia Carter
Original Research | Open access | 18 March 2023 | Article: 96
Cross-Property Entanglement in Multi-Task Materials Learning Systems
Daniel Fischer, Laura Meier, Thomas Braun & Stefan Koch
Original Research | Open access | 18 March 2023 | Article: 97
Discovery Pipelines as Epistemic Filters: What Computational Workflows Exclude
Hiroshi Tanaka, Yuki Sato & Kenji Mori
Original Research | Open access | 18 March 2023 | Article: 98
Feature Engineering as Scientific Framing: Encoding Choices in Materials Informatics
Maria Hernandez & Carlos Vega
Original Research | Open access | 18 March 2023 | Article: 99
Multimodal, Physics-Informed Machine Learning for Accelerated Materials Design and Discovery
Lucas Meyer, Stefan Braun, Anna Schmid & David Keller
Original Research | Open access | 18 March 2023 | Article: 100
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