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cs.LG2025
Log-Normal Multiplicative Dynamics for Stable Low-Precision Training of Large Networks
Keigo Nishida, Eren Mehmet Kıral, Kenichi Bannai +2
Studies in neuroscience have shown that biological synapses follow a log-normal distribution whose transitioning can be explained by noisy multiplicative dynamics. Biological netwo…
cs.LG2025
Guided Data Generation for Understanding Model Behavior
Eren Mehmet Kıral, Nurşen Aydın, Ş. İlker Birbil
We propose a method for generating distributions over the input space as an inspection tool for understanding trained models. Our framework poses questions of the form ``which inpu…