79 citations · 106 across the 10 of their papers we have counts for
4 papers · 1 filter
Ensemble-based cover song detection
Marc Sarfati, Anthony Hu, Jonathan Donier
Audio-based cover song detection has received much attention in the MIR community in the recent years. To date, the most popular formulation of the problem has been to compare the…
Scaling up deep neural networks: a capacity allocation perspective
Jonathan Donier
Following the recent work on capacity allocation, we formulate the conjecture that the shattering problem in deep neural networks can only be avoided if the capacity propagation th…
Capacity allocation through neural network layers
Jonathan Donier
Capacity analysis has been recently introduced as a way to analyze how linear models distribute their modelling capacity across the input space. In this paper, we extend the notion…
Capacity allocation analysis of neural networks: A tool for principled architecture design
Jonathan Donier
Designing neural network architectures is a task that lies somewhere between science and art. For a given task, some architectures are eventually preferred over others, based on a…