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RESEARCH PAPER · Journal of the American Chemical Society · 2025

Synthesis-Aware Materials Redesign via Large Language Models

Jaehwan Choi, Seong-Min Kim, Yousung Jung

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12 direct citing papers in this saved network. Explore the next layer with second-order citations.

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42 direct citing works

Synthesis-Aware Materials Redesign via Large Language ModelsOriginalRecent Advances in Colloidal Quantum Dots‐Based Shortwave Infrared Photodetectors13Informatics for thermodynamics: Stability to synthesizability0Developing an AI Course for Synthetic Chemistry Students1Synthesis‐GPT: An Intelligent Assistant for Solid‐State Electrolyte Synthesis0Research progress of domain-specific large language models for chemical materials0Enhancing Generalization in Synthesizability Prediction of Structurally Dissimilar Materials0Can LLMs Solve Solubility Tasks? The SoluBench Benchmark for Pure and Mixed Solvent Systems0Tunable Surface Chemistry of Molten Salt Derived MXenes for Data‐Driven Electrochemical Materials Discovery1AI for Accelerated Materials Discovery: From Generative Design to Autonomous Realization2Artificial Intelligence for Advanced Functional Materials: Progress and Emerging Frontiers0A collaborative agent with two lightweight synergistic models for autonomous crystal materials research0A comprehensive review of thermoelectric power generators: Advances in material discovery, structural optimization for performance enhancement, and service life stability0

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12 direct citing papers saved.

  1. Recent Advances in Colloidal Quantum Dots‐Based Shortwave Infrared Photodetectors

    Advanced Optical Materials · 2025-12-23

    Dongeon Kim, Min‐Jae Si, Junho Kim, Yujin Jung, Se‐Woong Baek

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  2. Informatics for thermodynamics: Stability to synthesizability

    Elsevier eBooks · 2026-01-01

    Krishna Rajan

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  3. Developing an AI Course for Synthetic Chemistry Students

    Journal of Chemical Education · 2026-04-08

    Zhiling Zheng

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  4. Synthesis‐GPT: An Intelligent Assistant for Solid‐State Electrolyte Synthesis

    Small Structures · 2026-06-01

    B R Li, P H Li, Yi Zhong, Zixian Yan, Zhaoxin Yu, Ziyang Ning, Chuying Ouyang, Xihao Chen, Haizu Jin, Liu Yang, Jiayu Wan

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  5. Research progress of domain-specific large language models for chemical materials

    Chinese Journal of Chemical Engineering · 2026-06-22

    Weijian Chen, Lanyu Li, Haoxiang Xu, Daojian Cheng

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  6. Enhancing Generalization in Synthesizability Prediction of Structurally Dissimilar Materials

    Journal of Chemical Information and Modeling · 2026-07-09

    Seongmin Kim, S Kwon, Jiwoo Choi, Yousung Jung

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  7. Can LLMs Solve Solubility Tasks? The SoluBench Benchmark for Pure and Mixed Solvent Systems

    Journal of Chemical Information and Modeling · 2026-07-11

    Lev V. Krasnov, Sergei V. Tatarin, Stanislav I. Bezzubov

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  8. Tunable Surface Chemistry of Molten Salt Derived MXenes for Data‐Driven Electrochemical Materials Discovery

    Small · 2026-07-11

    Yingrui Wang, Simin Li, Tao Yang, Xinmei Hou, Bo Shen

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  9. AI for Accelerated Materials Discovery: From Generative Design to Autonomous Realization

    Chemical Reviews · 2026-08-03

    Jiwoo Choi, Seongmin Kim, Junkil Park, Junyoung Choi, Sunggi An, Yousung Jung

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  10. Artificial Intelligence for Advanced Functional Materials: Progress and Emerging Frontiers

    Advanced Intelligent Systems · 2026-08-25

    Cristiano Malica, Kostya S. Novoselov, Seong-Min Kim, Yousung Jung, Silvana Botti, Miguel A. L. Marques, Tigany Zarrouk, Miguel A. Caro, Sanggyu Chong, Michele Ceriotti, Mariví Fernández-Serra, Sara Navarro Rodriguez, Aakash Ashok Naik, Janine George, Ömer H. Omar, Victor Trinquet, Gian‐Marco Rignanese, A. Ustyuzhanin, Sònia Conesa-Boj, Juan Rojo, Minh Tuan Dau, Simon M.‐M. Dubois, Jean‐Christophe Charlier, José H. García, Romain Gautier, Rachid Laref, Junfeng Qiao, Giovanni Pizzi, Nicola Marzari, Camilla Coletti, Antonio Rossi, Jan-Lucas Uslu, Chiara Zanardi, Vincenzo Palermo, Wide Hogenhout, Natalia Konchakova, Peter Klein, Tejs Vegge, Stephan Roche

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  11. A collaborative agent with two lightweight synergistic models for autonomous crystal materials research

    Nature Machine Intelligence · 2026-09-10

    Tongyu Shi, Yutang Li, Zhanyuan Li, Qian Liu, Jie Zhou, Wenhe Xu, Yang Li, Dawei Dai, Rui He, Wenhua Zhou, Jiahong Wang, Xue‐Feng Yu

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  12. A comprehensive review of thermoelectric power generators: Advances in material discovery, structural optimization for performance enhancement, and service life stability

    Renewable and Sustainable Energy Reviews · 2026-09-11

    Wabi Demeke, Junhyeong Lee, Inhyo Lee, Byungki Ryu, Seunghwa Ryu

    Read original paper ↗ ·
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