| Embedding domain knowledge for machine learning of complex material systems CM Childs, NR Washburn MRS Communications 9 (3), 806-820, 2019 | 65 | 2019 |
| Hierarchical machine learning for high-fidelity 3D printed biopolymers JM Bone, CM Childs, A Menon, B Poczos, AW Feinberg, PR LeDuc, ... ACS Biomaterials Science & Engineering 6 (12), 7021-7031, 2020 | 53 | 2020 |
| Elucidating the physicochemical basis of the glass transition temperature in linear polyurethane elastomers with machine learning JA Pugar, CM Childs, C Huang, KW Haider, NR Washburn The Journal of Physical Chemistry B 124 (43), 9722-9733, 2020 | 30 | 2020 |
| Molecular engineering of superplasticizers for metakaolin‐portland cement blends with hierarchical machine learning A Menon, CM Childs, B Poczós, NR Washburn, KE Kurtis Advanced Theory and Simulations 2 (4), 1800164, 2019 | 17 | 2019 |
| Interplay of anionic functionality in polymer-grafted lignin superplasticizers for portland cement CM Childs, KM Perkins, A Menon, NR Washburn Industrial & Engineering Chemistry Research 58 (43), 19760-19766, 2019 | 12 | 2019 |
| Cheminformatics for accelerated design of chemical admixtures CM Childs, O Canbek, TM Kirby, C Zhang, J Zheng, C Szeto, B Póczos, ... Cement and Concrete Research 136, 106173, 2020 | 9 | 2020 |
| Advancing cement-based materials design through data science approaches R Rios, C Childs, S Smith, N Washburn, K Kurtis RILEM Technical Letters 6, 140-149, 2021 | 6 | 2021 |
| Machine learning approaches to admixture design for clay-based cements NR Washburn, A Menon, CM Childs, B Poczos, KE Kurtis Calcined Clays for Sustainable Concrete: Proceedings of the 2nd …, 2018 | 6 | 2018 |
| Multi-Objective Design of LC3: Sustainability and Strength O Canbek, F Lolli, CM Childs, NR Washburn, KE Kurtis Special Publication 355, 293-306, 2022 | 1 | 2022 |
| Design and Optimization of Cementitious Systems with Machine Learning CM Childs Carnegie Mellon University, 2021 | 1 | 2021 |
| Integrated Design of Ultradurable, Low CO2 Alternative Binder Systems via Machine Learning N Washburn, K Kurtis, B Poczos, C Childs, O Canbek Carnegie Mellon Univ., Pittsburgh, PA (United States), 2023 | | 2023 |
| Polymer-grafted lignin dispersants: Applications in cement and agrochemicals N Washburn, K Perkins, C Childs ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY 256, 2018 | | 2018 |
