--- title: "Materials Chemistry — papers" description: "Materials Chemistry: 4 papers of the Elamur Research library, the most cited first — our summary of each, its ideas, references and who cites it." canonical: "https://research.elamur.ai/free/en/shelves/materials-science/materials-chemistry/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/shelves/materials-science/materials-chemistry/) [home](https://md.research.elamur.ai/free/en/) / [shelves](https://md.research.elamur.ai/free/en/shelves/) / [Materials Science](https://md.research.elamur.ai/free/en/shelves/materials-science/) / Materials Chemistry # 🧱 Materials Chemistry 4 papers · the most cited first · [all shelves](https://md.research.elamur.ai/free/en/shelves/) Materials Chemistry is a subfield of Materials Science in the OpenAlex classification of science. The topics most of its papers here are on: «Machine Learning in Materials Science», «Enzyme Structure and Function». ## Papers 1. [**Highly accurate protein structure prediction with AlphaFold**John Jumper, Richard Evans, Alexander Pritzel, et al.*2021 · 43,470 citations*](https://md.research.elamur.ai/free/en/papers/jumper-2021-highly-accurate-protein-structure-prediction/) 2. [**Neural Message Passing for Quantum Chemistry**Justin Gilmer, Samuel S. Schoenholz, Patrick F. Riley, et al.*2017 · 3,699 citations*](https://md.research.elamur.ai/free/en/papers/gilmer-2017-neural-message-passing-quantum-chemistry/) 3. [**Autonomous chemical research with large language models**Daniil A. Boiko, Robert MacKnight, Ben Kline, et al.*2023 · 1,122 citations*](https://md.research.elamur.ai/free/en/papers/boiko-2023-autonomous-chemical-research-large-language/) 4. [**The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search**Yutaro Yamada, Robert Tjarko Lange, Cong Lu, et al.*2025 · 121 citations*](https://md.research.elamur.ai/free/en/papers/yamada-2025-ai-scientist-v2-workshop/) Updated 23 October 2026 - [↑ back to Materials Science](https://md.research.elamur.ai/free/en/shelves/materials-science/)