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math.OC2025
An Asynchronous Decentralised Optimisation Algorithm for Nonconvex Problems
Behnam Mafakheri, Jonathan H. Manton, Iman Shames
In this paper, we consider nonconvex decentralised optimisation and learning over a network of distributed agents. We develop an ADMM algorithm based on the Randomised Block Coordi…
cs.LG2025
Emergence of Computational Structure in a Neural Network Physics Simulator
Rohan Hitchcock, Gary W. Delaney, Jonathan H. Manton +2
Neural networks often have identifiable computational structures - components of the network which perform an interpretable algorithm or task - but the mechanisms by which these em…
eess.SP2025
Pulse Processing -- Overview and Challenges
Jonathan H. Manton
The detection of irregularly spaced pulses of non-negligible width is a fascinating yet under-explored topic in signal processing. It sits adjacent to other core topics such as rad…