Vol 1, Issue 1 (2022)

Failure, Uncertainty, and Risk in Materials AI — How Negative Outcomes Are Handled Across the Literature: A Review Study

Ravi Menon, Arjun Nair, Meera Pillai & Suresh Varma

Review | Open access | 18 January 2026 | Article: 95

Inference Without Ground Truth: A Conceptual Theory of Validation in Materials AI

Michael Turner, Daniel Brooks & Olivia Grant

Original Research | Open access | 18 January 2022 | Article: 1

The Coordination Problem in Multi-Model Materials AI Pipelines

Li Zhang & Wei Chen

Original Research | Open access | 18 January 2022 | Article: 2

Epistemic Saturation in Materials Informatics: When More Data Stops Adding Meaning

Kenji Mori, Yuki Sato, Rina Okabe & Takashi Ito

Original Research | Open access | 18 January 2022 | Article: 3

Algorithmic Attention as Scientific Bias: A Conceptual Analysis for Materials AI

Lucas Meyer, Stefan Braun & Anna Schmid

Original Research | Open access | 18 January 2022 | Article: 4

Material Spaces Are Not Euclidean: A Conceptual Critique of Distance Metrics in Materials

Carlos Vega & Maria Hernandez

Original Research | Open access | 18 January 2022 | Article: 5

Synthetic Data as Scientific Intervention: A Conceptual Framework for Materials AI

Ravi Kumar, Neha Sharma, Aniket Deshmukh & Arjun Nair

Original Research | Open access | 18 January 2022 | Article: 6

The Attention Economy of Materials AI: How Model Focus Shapes Scientific Attention Allocation

Michael Turner, Sophia Nguyen, David Clark & Emma Wilson

Original Research | Open access | 18 January 2022 | Article: 96

A Conceptual Theory of Model-Science Interface: Where AI Outputs Become Experimental Inputs

Wei Chen & Li Zhang

Original Research | Open access | 18 January 2022 | Article: 97

The Problem of Scientific Regret in AI-Driven Materials Selection

Hiroshi Tanaka, Yuki Sato, Kenji Mori, Rina Okabe & Takashi Ito

Original Research | Open access | 18 January 2022 | Article: 98

Conceptual Foundations for Adversarial Validation in Materials Machine Learning

Lucas Meyer, Anna Schmid & Stefan Braun

Original Research | Open access | 18 January 2022 | Article: 99

Algorithmic Forgetting as a Design Choice: A Conceptual Analysis of Memory in Materials AI

Maria Hernandez & Carlos Vega

Original Research | Open access | 18 January 2022 | Article: 100

The Measurement Problem in Materials Informatics: When Observing Changes in the System

Ravi Kumar, Neha Sharma, Aniket Deshmukh, Arjun Nair & Meera Pillai

Original Research | Open access | 18 January 2022 | Article: 101

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