Latest Research in Machine Learning in Materials Science

Top Research Topics in Machine Learning in Materials Science

• Machine Learning in Materials Science — 2 papers
• Computation and Language — 2 papers
• Geographic Information Systems Studies — 2 papers
• Artificial Intelligence — 2 papers
• Computational Engineering, Finance, and Science — 1 papers
• Cryptography and Security — 1 papers
• Software Engineering Research — 1 papers
• High Temperature Alloys and Creep — 1 papers
• Information Retrieval — 1 papers
• Natural Language Processing Techniques — 1 papers

Highest-Cited Papers

1. A Toolset-FirstParadigm Based on Large Language Modeland Agent via Model Context Protocol for Intelligent Computation
2. Large Language Models for Low-Resource Languages: A Conceptual Framework for an Electronic Explanatory Dictionary of the Tajik Language
3. A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy
4. Trie-Constrained Token Prediction with Hierarchy-Aware Semantic Alignment for HS Code Prediction
5. Chat2Map: A ReAct-based Agent Framework for Automated Web Map Generation fromNatural Language Instructions
6. Test-time reasoning effort and unauthorized tool use in language-model agents: a prespecified equivalence study
7. Risk-Aware LLM Agents for Geospatial Data Retrieval: Design and Preliminary Adversarial Evaluation
8. Software Clustering Reframed
9. Automating Heterogeneous Creep-Data Management for Aerospace Superalloy Fasteners: A Hybrid KG-RAG Framework with Iterative Prompting and Hallucination-Mitigated QA
10. LLM-Assisted Ontology Engineering and Construction of a French Legal Knowledge Graph
11. Beyond Exact Match: How Evaluation Methodology Dominates Model Choice in LLM-Based Product Attribute Extraction
12. The Orthographic and Encoding Convention Tax: Measuring Systematic Tokenization Cost Asymmetries in Meaning-Preserving English Formatting Choices
13. Animating Petascale Time-varying Data on Commodity Hardware with LLM-assisted Scripting
14. Integrated large language models and digital twin-based decision support in closed-loop supply chain operations: green steel transition case study
15. From Scientific Copilots to Tool-Grounded Autonomy: AI Agents in Simulation-Driven Materials Discovery
16. About the Concept of Building a Distributed Ecosystem for Storing and Processing Data within the Framework of an it Solutions Development Platform
17. Tibetan language model incorporating grammatical relationships and morphological verbs
18. Multi-Level Privacy-Preserving Dementia Detection from Speech via Targeted Adversarial Obfuscation and Representation Learning
19. RAGOps: Environment-Conditioned Retrieval for Operational Knowledge
20. A Competency Framework for Human Interoperability in Data Spaces