[{"article_type":"original","intvolume":"         5","corr_author":"1","external_id":{"arxiv":["2404.15101"]},"citation":{"apa":"Zu, M., &#38; Goodrich, C. P. (2024). Designing athermal disordered solids with automatic differentiation. <i>Communications Materials</i>. Springer Nature. <a href=\"https://doi.org/10.1038/s43246-024-00583-4\">https://doi.org/10.1038/s43246-024-00583-4</a>","ama":"Zu M, Goodrich CP. Designing athermal disordered solids with automatic differentiation. <i>Communications Materials</i>. 2024;5. doi:<a href=\"https://doi.org/10.1038/s43246-024-00583-4\">10.1038/s43246-024-00583-4</a>","ista":"Zu M, Goodrich CP. 2024. Designing athermal disordered solids with automatic differentiation. Communications Materials. 5, 141.","ieee":"M. Zu and C. P. Goodrich, “Designing athermal disordered solids with automatic differentiation,” <i>Communications Materials</i>, vol. 5. Springer Nature, 2024.","mla":"Zu, Mengjie, and Carl Peter Goodrich. “Designing Athermal Disordered Solids with Automatic Differentiation.” <i>Communications Materials</i>, vol. 5, 141, Springer Nature, 2024, doi:<a href=\"https://doi.org/10.1038/s43246-024-00583-4\">10.1038/s43246-024-00583-4</a>.","chicago":"Zu, Mengjie, and Carl Peter Goodrich. “Designing Athermal Disordered Solids with Automatic Differentiation.” <i>Communications Materials</i>. Springer Nature, 2024. <a href=\"https://doi.org/10.1038/s43246-024-00583-4\">https://doi.org/10.1038/s43246-024-00583-4</a>.","short":"M. Zu, C.P. Goodrich, Communications Materials 5 (2024)."},"fulldoi":"https://doi.org/10.1038/s43246-024-00583-4","date_created":"2024-08-11T22:01:11Z","publisher":"Springer Nature","tmp":{"short":"CC BY (4.0)","image":"/images/cc_by.png","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode"},"date_updated":"2026-10-01T08:28:59Z","department":[{"_id":"CaGo"}],"researchdata_availability":"yes (supplementary data)","language":[{"iso":"eng"}],"oa":1,"arxiv":1,"author":[{"id":"26dd9e7c-e86a-11eb-a854-82ac731c9ae2","first_name":"Mengjie","full_name":"Zu, Mengjie","last_name":"Zu"},{"id":"EB352CD2-F68A-11E9-89C5-A432E6697425","full_name":"Goodrich, Carl Peter","first_name":"Carl Peter","orcid":"0000-0002-1307-5074","last_name":"Goodrich"}],"ddc":["530"],"doi":"10.1038/s43246-024-00583-4","day":"01","volume":5,"publication":"Communications Materials","file_date_updated":"2024-08-12T07:56:38Z","abstract":[{"text":"The ability to control forces between sub-micron-scale building blocks offers significant potential for designing new materials through self-assembly. Traditionally, this involves identifying a crystal structure with a desired property and then designing building-block interactions so that it assembles spontaneously. However, this paradigm fails for structurally disordered solids, which lack a well-defined structure. Here, we show that disordered solids can still be treated from an inverse self-assembly perspective by bypassing structure and directly targeting material properties. Using the Poisson’s ratio as a primary example, we demonstrate how differentiable programming links interaction parameters with emergent behavior, enabling iterative training to achieve the desired Poisson’s ratio. We also tune other properties, including pressure and local 8-fold structural order, and can even control multiple properties simultaneously. This robust, transferable, and scalable approach can handle a wide variety of systems and properties, demonstrating the utility of disordered solids as a practical avenue for self-assembly platforms.","lang":"eng"}],"APC_amount":"3534 EUR","das_tickbox":"1","oa_version":"Published Version","dataavailabilitystatement":"The authors declare that the data supporting the findings of this study are available within the paper and its Supplementary Information files","user_id":"317138e5-6ab7-11ef-aa6d-ffef3953e345","supplementarymaterial":"yes","publication_status":"published","project":[{"name":"IST Austria Open Access Fund","_id":"B67AFEDC-15C9-11EA-A837-991A96BB2854"}],"month":"08","quality_controlled":"1","has_accepted_license":"1","article_processing_charge":"Yes","publication_identifier":{"eissn":["2662-4443"]},"_id":"17407","article_number":"141","year":"2024","file":[{"access_level":"open_access","file_size":9824134,"file_id":"17416","checksum":"d6f74e242db5f46bb0e380ee23a268af","file_name":"2024_CommMaterials_Zu.pdf","date_updated":"2024-08-12T07:56:38Z","creator":"dernst","date_created":"2024-08-12T07:56:38Z","content_type":"application/pdf","relation":"main_file","success":1}],"type":"journal_article","status":"public","acknowledgement":"We thank M. Lechner for helpful discussions.","date_published":"2024-08-01T00:00:00Z","OA_type":"gold","title":"Designing athermal disordered solids with automatic differentiation","OA_place":"publisher","scopus_import":"1"}]