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  1. Article

    Open Access

    Accelerating Formulation Design via Machine Learning: Generating a High-throughput Shampoo Formulations Dataset

    Liquid formulations are ubiquitous yet have lengthy product development cycles owing to the complex physical interactions between ingredients making it difficult to tune formulations to customer-defined proper...

    Aniket Chitre, Robert C. M. Querimit, Simon D. Rihm, Dogancan Karan in Scientific Data (2024)

  2. Article

    Open Access

    A dynamic knowledge graph approach to distributed self-driving laboratories

    The ability to integrate resources and share knowledge across organisations empowers scientists to expedite the scientific discovery process. This is especially crucial in addressing emerging global challenges...

    Jiaru Bai, Sebastian Mosbach, Connor J. Taylor, Dogancan Karan in Nature Communications (2024)