Research Associate in Rough Path Theory for Applications - London
9 days ago
London
Job Type: Full-Time. Starting Salary: £49017 - £57472 per annum + 49017 plus benefits To find out more about the job please click the ‘apply for job’ button to be taken to Imperial job site About the role Applications are invited for a Postdoctoral Research Associate to Join a world-leading team of mathematical scientists at Imperial College London working on the EPSRC Programme Grant DataSig II, a transformative initiative at the intersection of rough path theory and modern machine learning. This ambitious, multi-institutional collaboration aims to redefine how streamed data is modelled and processed-unlocking new capabilities in generative AI, anomaly detection, and real-time decision-making. What you would be doing Key scientific challenges you'll help tackle: • Next-generation Transformers: Develop mathematically grounded architectures for continuous, multimodal data streams., • Efficient Representations: Create robust, interpretable, and scalable representations using signature and path development techniques The successful candidates will play a central role in shaping the theoretical and computational tools that underpin the programme's vision. If you are passionate about mathematics, machine learning, and making a real-world impact, we encourage you to apply and help shape the future of streamed data science. What we are looking for The essential requirements for this post are as follows: • Hold (or be near completion of) a PhD in Mathematics or a closely related field relevant to the Programme., • Strong grounding in mathematical foundations relevant to the Programme, such as rough path theory, controlled differential equations, or stochastic analysis., • Understanding of modern machine learning techniques, especially those related to streamed data, transformers, or LLMs., • Ability to develop and apply new concepts., • Creative approach to problem-solving., • Ability to carry out original research and to produce published research papers., • Ability to identify, develop and apply concepts, techniques and methods in new contexts., • The opportunity to continue your career at a world-leading institution and be part of our mission to continue science for humanity., • Grow your career with access to Imperial's sector-leading ___ as well as opportunities for promotion and progression. The position is fixed term for 24 months. The expected start date is 1st January or soon thereafter. *Candidates who have not yet been officially awarded their PhD will be appointed as Research Assistant within the salary range, £43,863 - £47,223 per annum. In addition to completing the online application, candidates should attach: • A full CV,, • A 2-page research statement describing why the candidate's expertise is relevant to this position and future research plans; and