74 citations · 81 across the 9 of their papers we have counts for
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cs.LG2022★ 1 cited
GEDI: GEnerative and DIscriminative Training for Self-Supervised Learning
Emanuele Sansone, Robin Manhaeve
Self-supervised learning is a popular and powerful method for utilizing large amounts of unlabeled data, for which a wide variety of training objectives have been proposed in the l…
cs.PL2022★ 4 cited
VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming
Eleonora Misino, Giuseppe Marra, Emanuele Sansone
We present VAEL, a neuro-symbolic generative model integrating variational autoencoders (VAE) with the reasoning capabilities of probabilistic logic (L) programming. Besides standa…