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Journal of Computational and Data-Driven Materials Engineering
Journal of Computational and Data-Driven Materials Engineering
ISSN: 3149-9368
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Articles

Data Density as Discovery Bias: Uneven Sampling in Computational Materials Exploration
Fatima Zahra Amrani & Youssef Benali
Original Research | Open access | 18 September 2022 | Article: 86
Discovery Acceleration vs Epistemic Depth: Speed–Understanding Trade-Offs in Computational Design
Bruno Martins, Lucas Pereira & Renata Azevedo
Original Research | Open access | 18 September 2022 | Article: 87
Latent Space Collapse in Materials Representation Learning: A Systems-Level Conceptual Analysis
Hiroshi Nakamura & Yuta Kato
Original Research | Open access | 18 September 2022 | Article: 88
Prediction without Transferability: Domain Shift in Cross-Material AI Inference
Maria Gonzalez, Javier Ruiz & Lucia Torres
Original Research | Open access | 18 September 2022 | Article: 89
Property Prediction vs Mechanistic Insight: A Conceptual Divide in Materials AI
Ahmed El-Kholy, Nour Abdelrahman & Karim Hassan
Original Research | Open access | 18 September 2022 | Article: 90
The Compression–Fidelity Trade-Off in Materials Embedding Architectures
Claire Dupont & Julien Martin
Original Research | Open access | 18 September 2022 | Article: 91
Topology without Physics: Structural Abstraction Limits in Graph-Based Materials Models
Sanjay Kulkarni, Meenal Joshi & Rohan Patil
Original Research | Open access | 18 September 2022 | Article: 92
Uncertainty as Infrastructure: Governing Confidence in Data-Driven Materials Pipelines
Natalia Petrova, Elena Stoyanova & Ivan Dimitrov
Original Research | Open access | 18 September 2022 | Article: 93
Discovery without Understanding: A Systems Theory of Black-Box Optimization in Autonomous Materials Engineering
Daniel Brooks, Amelia Carter & Ethan Moore
Original Research | Open access | 18 March 2022 | Article: 76
Representation Is Not Reality: Epistemic Limits of Learned Materials Embeddings in Computational Design Systems
Li Zhang & Wei Chen
Original Research | Open access | 18 March 2022 | Article: 77
Scaling Laws without Physics: A Conceptual Analysis of Model Expansion in Computational Materials Engineering
Hiroshi Tanaka, Yuki Sato, Kenji Mori & Rina Okabe
Original Research | Open access | 18 March 2022 | Article: 78
When Data Steers Design: Feedback Dynamics in AI-Guided Materials Exploration Pipelines
Lucas Meyer, Anna Schmid & Stefan Braun
Original Research | Open access | 18 March 2022 | Article: 79
Material Spaces Are Not Euclidean: A Computational Critique of Distance Metrics in Data-Driven Materials Discovery
Carlos Vega & Maria Hernandez
Original Research | Open access | 18 March 2022 | Article: 80
From High-Throughput Computation to Autonomous Discovery: A Review of Closed-Loop Data Infrastructures in Materials Engineering
Ravi Kumar, Neha Sharma & Aniket Deshmukh
Review | Open access | 18 March 2022 | Article: 81
Representation Learning in Materials Science: Architectures, Data Modalities, and Discovery Applications
Claire Martin, Julien Martin & Sophie Bernard
Review | Open access | 18 March 2022 | Article: 82
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