71 citations · 96 across the 6 of their papers we have counts for
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cs.LG2019
The Information Complexity of Learning Tasks, their Structure and their Distance
Alessandro Achille, Giovanni Paolini, Glen Mbeng +1
We introduce an asymmetric distance in the space of learning tasks, and a framework to compute their complexity. These concepts are foundational for the practice of transfer learni…
cs.LG2018
Dynamics and Reachability of Learning Tasks
Alessandro Achille, Glen Mbeng, Stefano Soatto
We compute the transition probability between two learning tasks, and show that it decomposes into two factors. The first depends on the geometry of the loss landscape of a model t…