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RESEARCH PAPER · Angewandte Chemie International Edition · 2025

Design of Tough 3D Printable Elastomers with Human‐in‐the‐Loop Reinforcement Learning

Johann L. Rapp, Dylan M. Anstine, Filipp Gusev, Filipp Nikitin, Kelly H. Yun, Meredith A. Borden, Vittal Bhat, Olexandr Isayev, Frank A. Leibfarth

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8 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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Design of Tough 3D Printable Elastomers with Human‐in‐the‐Loop Reinforcement LearningOriginalA Review of Artificial Intelligence in 3D Printing. Part A: From Scaffold Design to Pre-Print Optimization1Dataset of solubility values for organic compounds in binary mixtures of solvents at various temperatures5Understanding Depolymerization and Repolymerization Toward Repurposing Polymer Waste Into Valuable Chemicals & Materials1From VAEs to Diffusion and LLMs: Modern Generative Models for Molecular Discovery0Closed‐Loop Recycling and Reprinting of Vat‐Photopolymerized Thermosetting Resins: Recent Advances and Future Perspectives0Predicting Copolymerization Reactivity Ratios: Do We Need Better Models or Better Data?0Mechanically Robust and Wear‐Resistant 3D‐Printable Polyurethane Elastomers Through UPy‐Based Supramolecular Reinforcement0AIMNet2-rxn: A machine-learned potential for generalized reaction modeling on a millions-of-pathways scale13

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  1. A Review of Artificial Intelligence in 3D Printing. Part A: From Scaffold Design to Pre-Print Optimization

    Journal of Craniofacial Surgery · 2025-11-19

    Hana Shah, Sara E. Munkwitz, Nicholas Jose Iglesias, Vasudev Vivekanand Nayak, Seth Ray Thaller, Paulo Guilherme Coelho

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  2. Dataset of solubility values for organic compounds in binary mixtures of solvents at various temperatures

    Scientific Data · 2026-03-20

    D. A. Malikov, Lev V. Krasnov, Marina A. Kiseleva, Elizaveta A. Meshcheriakova, Fedor Kuznet︠s︡ov, Vladimir Elistratov, Matvei Vasiyarov, Sergei V. Tatarin, Stanislav I. Bezzubov

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  3. Understanding Depolymerization and Repolymerization Toward Repurposing Polymer Waste Into Valuable Chemicals & Materials

    Advanced Materials Technologies · 2026-04-16

    Nicholas J. Galan, Britney Baez, Md Anisur Rahman, Jeffrey C. Foster, Tomonori Saito

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  4. From VAEs to Diffusion and LLMs: Modern Generative Models for Molecular Discovery

    ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) · 2026-08-06

    Kehan Guo, Yili Shen, Jeeyhun Hwang, Yue Huang, Chujie Gao, Olexandr Isayev, Olaf Wiest, Wei Wang, Xiangliang Zhang

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  5. Closed‐Loop Recycling and Reprinting of Vat‐Photopolymerized Thermosetting Resins: Recent Advances and Future Perspectives

    Journal of Polymer Science · 2026-08-16

    Yin Feng, Ziwei Deng, Xingyu Xu, Yu Long

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  6. Predicting Copolymerization Reactivity Ratios: Do We Need Better Models or Better Data?

    Macromolecules · 2026-08-22

    Caroline M. Coxwell, Dylan M. Anstine, Olexandr Isayev, Frank A. Leibfarth

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  7. Mechanically Robust and Wear‐Resistant 3D‐Printable Polyurethane Elastomers Through UPy‐Based Supramolecular Reinforcement

    Aggregate · 2026-09-01

    Xingxing Yang, Desheng Liu, Xiarong Zhang, Changcheng Bai, Xin Xu, Zongbin Sun, Jia Yao, Yixian Wang, Qiong Su, Xin Jia, Xiaolong Wang

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  8. AIMNet2-rxn: A machine-learned potential for generalized reaction modeling on a millions-of-pathways scale

    Science Advances · 2026-10-07

    Dylan M. Anstine, Qiyuan Zhao, R.I. Zubatyuk, Shuhao Zhang, Veerupaksh Singla, Filipp Nikitin, Brett Matthew Savoie, Olexandr Isayev

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