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cs.LG2026
Learning Transfers: Kan Extensions of Topological Invariants of Learned Representations
Luciano Melodia
When a learned representation is reused for a new task, which of its structure should survive? A task is a small category, a change of task is a functor , and the invariants of…
cs.LG2021★ 1 cited
Homological Time Series Analysis of Sensor Signals from Power Plants
Luciano Melodia, Richard Lenz
In this paper, we use topological data analysis techniques to construct a suitable neural network classifier for the task of learning sensor signals of entire power plants accordin…