65 citations · 149 across the 17 of their papers we have counts for
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cs.LG2017★ 4 cited
Semi-Supervised and Active Few-Shot Learning with Prototypical Networks
Rinu Boney, Alexander Ilin
We consider the problem of semi-supervised few-shot classification where a classifier needs to adapt to new tasks using a few labeled examples and (potentially many) unlabeled exam…
cs.NE2017★ 11 cited
Recurrent Ladder Networks
Isabeau Prémont-Schwarz, Alexander Ilin, Tele Hotloo Hao +3
We propose a recurrent extension of the Ladder networks whose structure is motivated by the inference required in hierarchical latent variable models. We demonstrate that the recur…