Vol 2, Issue 2 (2023)

The Cost of Early Convergence in AI-Guided Materials Search

Lucas Meyer, Anna Schmid & Stefan Braun

Original Research | Open access | 18 July 2023 | Article: 24

Materials AI as Policy Actor: A Conceptual Framework for Downstream Decision Impact

Maria Hernandez, Carlos Vega & Lucia Torres

Original Research | Open access | 18 July 2023 | Article: 25

Generative Models for Materials Science — Conceptual Capabilities and Scientific Limits: A Review Study

Laura Meier, Daniel Fischer, Thomas Braun & Stefan Koch

Review | Open access | 18 July 2023 | Article: 26

Multi-Model and Hybrid AI Systems in Materials Research — Architectures and Trade-Offs

Nguyen Thanh Huy, Le Thi Bich & Pham Quang Minh

Review | Open access | 18 July 2023 | Article: 27

Scientific Decision-Making with Materials AI — How Models Actually Influence Action: A Review Study

Bruno Martins & Lucas Pereira

Review | Open access | 18 July 2023 | Article: 28

Failure Case Reporting in Materials Informatics — What Is Documented and What Is Silenced

Ahmed Mansour, Omar Saeed & Lina Hassan

Review | Open access | 18 July 2023 | Article: 29

Ensemble Methods in Materials AI — Why Models Disagree and What It Means Scientifically

Claire Martin, Julien Robert & Sophie Bernard

Review | Open access | 18 July 2023 | Article: 30

Temporal Generalization in Materials AI — What We Know About Model Aging and Drift

Ravi Menon, Arjun Nair, Meera Pillai & Suresh Varma

Review | Open access | 18 July 2023 | Article: 31

Deep Generative Models for Designing High-Entropy Alloys with Targeted Mechanical Properties

Daniel Brooks, Amelia Carter & Ethan Moore

Original Research | Open access | 18 July 2023 | Article: 32

Physics-Constrained Neural Networks for Predicting Phase Transformation Pathways in Multi-Component Alloys

Wei Chen, Li Zhang & Rui Zhao

Original Research | Open access | 18 July 2023 | Article: 33

Active Learning-Driven Bayesian Optimization of Catalytic Nanoparticles for CO₂ Reduction

Hiroshi Tanaka, Yuki Sato, Kenji Mori & Rina Okabe

Original Research | Open access | 18 July 2023 | Article: 34

Graph Neural Networks for Predicting Defect Formation Energies in 2D Materials

Lucas Meyer & Anna Schmid

Original Research | Open access | 18 July 2023 | Article: 35

Self-Supervised Representation Learning of Microstructures from Electron Microscopy for Property Prediction

Maria Hernandez & Carlos Vega

Original Research | Open access | 18 July 2023 | Article: 36

A Theory of Justifiable Abstraction in Multi-Scale Materials AI

Oliver Grant, David Clark & Sophia Nguyen

Original Research | Open access | 18 July 2023 | Article: 113

The Problem of Scientific Teleology in Goal-Directed Materials Optimization

Jinwoo Park, Minji Kim & Seung Lee

Original Research | Open access | 18 July 2023 | Article: 114

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