217 citations · 321 across the 7 of their papers we have counts for
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cond-mat.dis-nn2024
Glassy dynamics near the interpolation transition in deep recurrent networks
John Hertz, Joanna Tyrcha
We examine learning dynamics in deep recurrent networks, focusing on the behavior near the boundary in the depth-width plane separating under- from over-parametrized networks, know…
cond-mat.dis-nn2014★ 19 cited
Belief-Propagation and replicas for inference and learning in a kinetic Ising model with hidden spins
Claudia Battistin, John Hertz, Joanna Tyrcha +1
We propose a new algorithm for inferring the state of hidden spins and reconstructing the connections in a synchronous kinetic Ising model, given the observed history. Focusing on…
cond-mat.dis-nn2013★ 23 cited
Network Inference with Hidden Units
Joanna Tyrcha, John Hertz
We derive learning rules for finding the connections between units in stochastic dynamical networks from the recorded history of a ``visible'' subset of the units. We consider two…