35 citations · 360 across the 36 of their papers we have counts for
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cond-mat.dis-nn2023
Resolution of similar patterns in a solvable model of unsupervised deep learning with structured data
Andrea Baroffio, Pietro Rotondo, Marco Gherardi
Empirical data, on which deep learning relies, has substantial internal structure, yet prevailing theories often disregard this aspect. Recent research has led to the definition of…
cs.LG2023★ 6 cited
Inversion dynamics of class manifolds in deep learning reveals tradeoffs underlying generalisation
Simone Ciceri, Lorenzo Cassani, Matteo Osella +3
To achieve near-zero training error in a classification problem, the layers of a feed-forward network have to disentangle the manifolds of data points with different labels, to fac…