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Eeshan Dhekane

2 accepted papers

2021

Iterated learning for emergent systematicity in VQA

ICLR 2021oral

Although neural module networks have an architectural bias towards compositionality, they require gold standard layouts to generalize systematically in practice. When instead learning layouts and modules jointly, compositionality does not arise automatically and an explicit pressure is necessary for…

Cited by 37SourcePDFScholar
2019

Hierarchical Importance Weighted Autoencoders

ICML 2019oral

Importance weighted variational inference (Burda et al., 2015) uses multiple i.i.d. samples to have a tighter variational lower bound. We believe a joint proposal has the potential of reducing the number of redundant samples, and introduce a hierarchical structure to induce correlation. The hope is…

Cited by 25SourcePDFScholar