AlignNet: Unsupervised Entity Alignment

Antonia Creswell
Antonia Creswell
Kyriacos Nikiforou
Kyriacos Nikiforou
Andre Saraiva
Andre Saraiva
Rishabh Kabra
Rishabh Kabra
Loic Matthey
Loic Matthey
Chris Burgess
Chris Burgess
Malcolm Reynolds
Malcolm Reynolds
Richard Tanburn
Richard Tanburn
Marta Garnelo
Marta Garnelo
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Abstract:

Recently developed deep learning models are able to learn to segment scenes into component objects without supervision. This opens many new and exciting avenues of research, allowing agents to take objects (or entities) as inputs, rather that pixels. Unfortunately, while these models provide excellent segmentation of a single frame, the...More

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