Articles

The Problem of Scientific Autonomy in Automated Materials Hypothesis Generation

Maria Silva & Joao Pereira

Original Research | Open access | 18 January 2024 | Article: 120

Algorithmic Path Dependency as Scientific Path Dependency: A Conceptual Link

Ahmed Benali, Karim Boudiaf & Samir Touati

Original Research | Open access | 18 January 2024 | Article: 121

Conceptual Foundations for Regret-Aware Materials AI Systems

Sven Larsson, Erik Johansson & Anna Nilsson

Original Research | Open access | 18 January 2024 | Article: 122

The Scaffolding Problem: How Materials AI Depends on Unstated Scientific Infrastructure

Paolo Ricci, Marco De Luca, Giulia Ferraro & Antonio Russo

Original Research | Open access | 18 January 2024 | Article: 123

A Conceptual Typology of Scientific Harm from Misused Materials AI

Chinedu Okafor & Amina Bello

Original Research | Open access | 18 January 2024 | Article: 124

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

Previous Next

- All Issues Search

Ready to submit?

Start a new submission or continue a submission in progress:

Submission Portal Author Guidelines

Follow this journal

Get notified of new updates and articles.

About journal Aims and scope Policies Editorial board Abstracting and Indexing Author Guidelines Publication Fees Become a reviewer Contact journal All Articles