18 citations · 50 across the 9 of their papers we have counts for
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cs.LG2022★ 4 cited
Multi-Resolution Online Deterministic Annealing: A Hierarchical and Progressive Learning Architecture
Christos Mavridis, John Baras
Hierarchical learning algorithms that gradually approximate a solution to a data-driven optimization problem are essential to decision-making systems, especially under limitations…
cs.LG2021★ 2 cited
Towards the One Learning Algorithm Hypothesis: A System-theoretic Approach
Christos Mavridis, John Baras
The existence of a universal learning architecture in human cognition is a widely spread conjecture supported by experimental findings from neuroscience. While no low-level impleme…
cs.LG2021★ 18 cited
Online Deterministic Annealing for Classification and Clustering
Christos Mavridis, John Baras
Inherent in virtually every iterative machine learning algorithm is the problem of hyper-parameter tuning, which includes three major design parameters: (a) the complexity of the m…