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Journal of Computational and Data-Driven Materials Engineering
ISSN: 3149-9368
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Vol 4, Issue 1 (2025)

Algorithmic Steering Without Consent: Control Asymmetries in AI-Directed Materials Exploration
Ahmed Mansour, Omar Saeed & Lina Hassan
Original Research | Open access | 18 March 2025 | Article: 122
Autonomy without Oversight: Governance Vacuums in Self-Driving Computational Materials Engineering Systems
Bruno Martins & Lucas Pereira
Original Research | Open access | 18 March 2025 | Article: 123
Cascading Risk in Autonomous Materials Design: Governance Failure Propagation
Sanjay Kulkarni, Meenal Joshi & Rohan Patil
Original Research | Open access | 18 March 2025 | Article: 124
Delegated Experimentation: Decision Authority Transfer in Closed-Loop Materials Engineering
Natalia Petrova, Elena Stoyanova & Ivan Dimitrov
Original Research | Open access | 18 March 2025 | Article: 125
Failure Visibility and Epistemic Accountability in Self-Driving Materials Engineering
Lucas Andrade & Mariana Lopes
Original Research | Open access | 18 March 2025 | Article: 126
Human–AI Jurisdiction Boundaries in Computational and Data-Driven Materials Engineering
Wei Liu & Zhang Min
Original Research | Open access | 18 March 2025 | Article: 127
Negative Knowledge Suppression in Autonomous Materials Engineering: Archival Governance Failures
Oliver Grant, Daniel Brooks & Amelia Carter
Original Research | Open access | 18 March 2025 | Article: 128
Resource Allocation without Deliberation: Governance Structures in Autonomous Materials Experimentation
Fatima Zahra Amrani & Youssef Benali
Original Research | Open access | 18 March 2025 | Article: 129
Autonomous Laboratories and Closed-Loop Materials Discovery: A Conceptual Framework for Self-Driving Experimentation
Thabo Nkosi, Lerato Molefe, Sipho Dlamini, Ayanda Mokoena & Kabelo Ndlovu
Original Research | Open access | 18 January 2025 | Article: 41
Position: Reproducible Workflows for Data-Driven Materials Engineering — From Data Provenance to Model Cards
Juan Perez, Ana Gutierrez & Carlos Lopez
Review | Open access | 18 January 2025 | Article: 42
A Multi-Fidelity Learning Framework for High-Entropy Alloy Design with Sparse DFT and Abundant CALPHAD Data
Elena Petrova, Ivan Georgiev, Nikolay Stoyanov & Petar Kolev
Original Research | Open access | 18 January 2025 | Article: 43
Why Diffusion Models Fail for Inverse Materials Design: Mode Collapse, Compositional Violation, and Stability Loss
Hassan Ali, Mariam Farooq & Usman Shah
Original Research | Open access | 18 January 2025 | Article: 44
Defining "Novel Material" in Generative Models: A Boundary between Chemical Validity and Synthesizability
Khaled Mahfouz, Rania Abdelaziz, Sherif Adel, Dina Mostafa, Tamer Nabil & Reem Saad
Original Research | Open access | 18 January 2025 | Article: 45
Theoretical Foundations of Geometric Deep Learning for Amorphous Structures: Beyond the Periodicity Assumption
Thomas Andersen, Lars Nielsen & Mette Sørensen
Original Research | Open access | 18 January 2025 | Article: 46
Are We Overfitting to the Materials Project? A Critique of Dataset Bias in Property Prediction Benchmarks
Ricardo Alves, Bruno Costa, Helena Martins & Nuno Faria
Original Research | Open access | 18 January 2025 | Article: 47
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