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Vertical Deformation Mapping: Steering Optimiser Toward Flat Minima

open access: yesCAAI Transactions on Intelligence Technology, EarlyView.
ABSTRACT Standard deep learning optimisation is typically conducted on shape‐fixed loss surfaces. However, shape‐fixed loss surfaces may impede optimisers from reaching flat regions closely associated with strong generalisation. In this work, we propose a new paradigm named deformation mapping to deform the loss surface during optimisation.
Liangming Chen   +4 more
wiley   +1 more source
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Criteria of asymptotic stability of differential and difference inclusions encountered in control theory

Systems & Control Letters, 1989
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Molchanov, A. P., Pyatnitskij, E. S.
openaire   +4 more sources

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