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Journal of Computational and Data-Driven Materials Engineering
ISSN: 3149-9368
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Vol 5, Issue 1 (2026)

A Conceptual Framework for Uncertainty-Aware Active Learning in Compositional Design Spaces with Multiple Objectives
Isabella Garcia & Diego Herrera
Original Research | Open access | 18 January 2026 | Article: 73
Why GNNs Fail for Metastable Phase Formation Energies: A Failure Mode Analysis
Kevin O’Brien, Liam Murphy & Sean Doyle
Original Research | Open access | 18 January 2026 | Article: 74
Experimental Data Integration into ML Workflows for Real Alloys: A Review of Noisy, Sparse, and Heterogeneous Fusion
Hassan Rahman, Tariq Mahmood & Ali Raza
Review | Open access | 18 January 2026 | Article: 75
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