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Journal of Computational and Data-Driven Materials Engineering
ISSN: 3149-9368
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Vol 4, Issue 2 (2025)

Runaway Discovery Trajectories: Intervention Thresholds in Self-Reinforcing Materials AI Systems
Claire Martin, Julien Robert & Sophie Bernard
Original Research | Open access | 18 September 2025 | Article: 130
Temporal Governance Gaps: Oversight Latency in Accelerated Materials Discovery Systems
Nguyen Thanh Huy, Pham Quang Minh & Le Thi Bich
Original Research | Open access | 18 September 2025 | Article: 131
Throughput without Accountability: Responsibility Dilution in Autonomous Materials Innovation
Maria Gonzalez, Javier Ruiz & Lucia Torres
Original Research | Open access | 18 September 2025 | Article: 132
Validation Authority Erosion in High-Velocity Computational Materials Innovation
Ahmed El-Kholy, Nour Abdelrahman & Karim Hassan
Original Research | Open access | 18 September 2025 | Article: 133
Accountability Infrastructures in Closed-Loop Computational Materials Engineering
Claire Dupont & Julien Martin
Review | Open access | 18 September 2025 | Article: 134
Decision Authority Frameworks in Autonomous Materials Discovery Systems
Ravi Kumar, Neha Sharma & Arjun Nair
Review | Open access | 18 September 2025 | Article: 135
Governance Architectures for Self-Driving Laboratories in Computational Materials Engineering
Hiroshi Nakamura & Yuta Kato
Review | Open access | 18 September 2025 | Article: 136
Institutional Oversight Models for AI-Directed Materials Innovation
Carlos Vega & Maria Hernandez
Review | Open access | 18 September 2025 | Article: 137
Causal Inference in Microstructure–Property Mapping: A Framework for Learning under Unobserved Confounding
George Brown, Michael Taylor, Sarah Wilson & Olivia Harris
Original Research | Open access | 18 July 2025 | Article: 50
Hidden Instabilities in ML Molecular Dynamics of Solid-State Electrolytes: Failure Modes under Finite Temperature
Ahmed Youssef, Khaled Hassan & Mahmoud Elamin
Original Research | Open access | 18 July 2025 | Article: 51
Defining "Interpretability" for GNNs in Metallurgy: Between Attention Maps and Physical Mechanisms
Fernando Diaz, Lucia Morales, Diego Perez, Valeria Soto & Martin Alvarez
Original Research | Open access | 18 July 2025 | Article: 52
A Theory of Inductive Biases for Thermal Transport Prediction in Disordered Materials Using Equivariant GNNs
Patrick O’Connor & Sean Murphy
Original Research | Open access | 18 July 2025 | Article: 53
Critical Assessment of Active Learning Benchmarks in Materials Discovery: Undisclosed Baselines and Optimistic Bias
Nguyen Van Nam, Tran Thi Hoa & Le Minh Duc
Original Research | Open access | 18 July 2025 | Article: 54
Position: Federated Learning for Proprietary Materials Databases — Privacy-Preserving Training without Centralized Data
Samuel Boateng, Kwesi Mensah, Kojo Asante & Linda Owusu
Original Research | Open access | 18 July 2025 | Article: 55
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