75 citations · 372 across the 57 of their papers we have counts for
Showing 2018Show all
2 papers · 1 filter
cs.LG2018★ 6 cited
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…
cs.LG2018★ 75 cited
Life-Long Disentangled Representation Learning with Cross-Domain Latent Homologies
Alessandro Achille, Tom Eccles, Loic Matthey +4
Intelligent behaviour in the real-world requires the ability to acquire new knowledge from an ongoing sequence of experiences while preserving and reusing past knowledge. We propos…