Georgios Exarchakis

The University of Bath is offering a PhD opportunity beginning in October 2027 on Invariant Signal Representations with Wavelets and Deep Learning . Supervised by Lecturer Georgios Exarchakis and co-supervised by Dr Carolin Villforth in the Department of Physics, the project explores how deep learning can be combined with geometric methods for more efficient, robust and interpretable representations. Deep neural networks are powerful but typically require substantial training data and can be difficult to interpret. Geometric approaches impose explicit symmetry constraints on latent representations, helping models capture structures that arise naturally in physical sciences. The PhD will develop methods that integrate these two approaches and investigate their applications in physical-science domains. The research environment brings together machine learning, signal processing, wavelet analysis, geometric deep learning and physics-oriented applications at the University of Bath.

No summary provided for this position.