Thursday, 14 May 2026, 15:00 at Centre for Mathematical Sciences, MR14 – We discuss various ways of improving scalability and performance of optimisation algorithms, especially when special structure is present: from linear embeddings to nonlinear ones, from deterministic to stochastic approaches. A particularly beneficial structure is that of low-rank functions, a common occurrence in applications involving overparameterized models and that can serve …