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RESEARCH PAPER · npj Computational Materials · 2025

Networking autonomous material exploration systems through transfer learning

Naoki Yoshida, Yutaro Iwabuchi, Yasuhiko Igarashi, Yuma Iwasaki

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

Open in your workspace →Saved 2026-10-14 · complete coverage
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Networking autonomous material exploration systems through transfer learningOriginalThe Problem of Irreversible Decisions in Autonomous Materials Optimization0Cascading Risk in Autonomous Materials Design: Governance Failure Propagation0Resource Allocation without Deliberation: Governance Structures in Autonomous Materials Experimentation0Machine Learning in Non-fullerene Organic Solar Cells: Accelerating Discovery, Design, and Understanding0Physics-informed transfer learning via frontier orbital pretraining for prediction of polymer electronic properties0Large-language-model-driven adaptive search space definition for autonomous closed-loop materials exploration0

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  1. The Problem of Irreversible Decisions in Autonomous Materials Optimization

    Journal of Artificial Intelligence for Materials Science · 2023-01-01

    Ahmed El-Kholy, Nour Abdelrahman, Karim Hassan, Mona Saad

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  2. Cascading Risk in Autonomous Materials Design: Governance Failure Propagation

    Journal of Computational and Data-Driven Materials Engineering · 2025-01-01

    Sanjay Kulkarni, Meenal Joshi, Rohan Patil

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  3. Resource Allocation without Deliberation: Governance Structures in Autonomous Materials Experimentation

    Journal of Computational and Data-Driven Materials Engineering · 2025-01-01

    Fatima Zahra Amrani, Youssef Benali

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  4. Machine Learning in Non-fullerene Organic Solar Cells: Accelerating Discovery, Design, and Understanding

    ACS Omega · 2026-05-11

    Bibhas Das, Anirban Mondal

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  5. Physics-informed transfer learning via frontier orbital pretraining for prediction of polymer electronic properties

    The Journal of Chemical Physics · 2026-06-10

    Peiran Meng, Jiaqing Song, Jiayi Feng, Tong Ning, Zhuo You, Chunyang Yu, Lidong Gong

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  6. Large-language-model-driven adaptive search space definition for autonomous closed-loop materials exploration

    Communications Materials · 2026-08-25

    Yuma Iwasaki, Ryo Toyama, Ryo Tamura, Shôichi Matsuda, Yuya Sakuraba, Masato Kotsugi, Yasuhiko Igarashi, Keitaro Sodeyama

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