Computational methods

…develop statistical theory and computational methods, collaborate through Stat4Reg and the Umeå SIMSAM Lab, and pursue independent research questions. The proposed start is 1 January 2027 or by agreement. Applications include a research plan and selected publications.

Joint faculty appointment linking chemistry with computational methods, machine learning and generative AI, expected to begin in July 2027. Research may address molecular and materials discovery, electronic structure, simulation, sustainability or AI-enabled experimentation. The appointment is shared with EECS or IDSS, and includes research leadership, mentoring and teaching in both academic communities. Application consideration begins on 15 November 2026.

The 70th annual meeting spans pure and applied mathematics, statistics, computational methods and interdisciplinary research. Researchers, educators, students and industry participants will discuss fundamental theory and applications through plenary lectures and specialist sessions. The programme connects mathematical discovery with problems in data science, technology and society. Featured research areas include convex geometry and optimisation, algebra and topology, asymptotic analysis, harmonic analysis, probability and mathematical modelling. The conference is hosted at the University of W

The National Library of Medicine supports computational methods that make biomedical research assets easier to curate and reuse at scale. Projects can address data, software and models through scalable, reliable approaches, including machine learning. Clinical trials are excluded. The award supports up to USD 250,000 in direct costs per year for up to four years. The next deadline available to new applications is 15 January 2027; the October 2026 date is for resubmissions and related application types.

…materials science will examine theory, computational methods and scientific applications. Discussions link mathematical frameworks, efficient algorithms and practical datasets, with the goal of developing reliable, scalable methods and connecting early-career

Join Maarten de Hoop in Rice’s Department of Computational Applied Mathematics and Operations Research to investigate machine learning and inverse problems. The appointment lasts two years, with a possible third year dependent on funding and performance, and may start on or after 1 July 2027. Teaching is optional. The group connects applied analysis and computational methods with interdisciplinary research. Submit a cover letter, detailed CV, research statement, publication list and at least three references by 28 February 2027.

The conference connects mathematical and computational methods with materials science and engineering. Themes include variational models and partial differential equations, homogenization, inverse problems, image analysis, nonlinear elasticity, phase transitions and pattern formation. Research on soft, active, optical, topological and other functional materials is considered alongside electronic structure, quantum approaches, machine learning and data-driven methods.

…and biomedical biophysics with computational methods, drug discovery, imaging, neuroscience, aging, nanobiotechnology, quantum biology and artificial intelligence. Hosted by the University of Waterloo with the University of Guelph and Wilfrid Laurier University, the in-person programme is expected to include a trainee symposium, invited and contributed talks, posters, professional development and industry engagement. Teaching, science communication and public engagement will also feature.

Develop theory and computational methods for complex biomolecular systems in Helmut Grubmüller’s group. Topics include variational free-energy methods, solvation-shell thermodynamics, constant-pH simulations and Markovian thermodynamics, with applications to ribosomes, fatty-acid synthase, CRISPR systems and intrinsically disordered proteins. Doctoral appointments initially last three years and postdoctoral appointments two years, with extension possible; remuneration follows TVöD. Start dates are flexible and applications remain open until filled.

…can improve research workflows and computational methods.

…appointment brings together theory and computational methods to study information, inference and dynamics.

Develop multimodal artificial-intelligence methods within RIKEN's research programme. The appointment contributes computational methods and frameworks for integrating different forms of scientific data.

Develop machine-learning and AI methods for medical data and healthcare research in the Medical Data Science Group. The doctoral project combines computational methods with biomedical applications. The preferred review date is 22 November 2026; later applications are also considered.

…scalable model training and computational methods.

…The episode connects computational methods with collaboration and mentoring, offering a practical view of research supported by the DOE Computational Science Graduate Fellowship.

…typically on a large dataset with much computational power needed; once fielded, the AI is frozen: It is unable to use its experience to operate if environment proves outside its training or to improve its expertise; and worse, since datasets cannot cover

…brain using behavioral, neuronal and computational methods.