110 citations · 130 across the 9 of their papers we have counts for
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cs.LG2022
RevUp: Revise and Update Information Bottleneck for Event Representation
Mehdi Rezaee, Francis Ferraro
The existence of external (``side'') semantic knowledge has been shown to result in more expressive computational event models. To enable the use of side information that may be no…
cs.LG2020★ 14 cited
A Discrete Variational Recurrent Topic Model without the Reparametrization Trick
Mehdi Rezaee, Francis Ferraro
We show how to learn a neural topic model with discrete random variables---one that explicitly models each word's assigned topic---using neural variational inference that does not…
cs.LG2020
Event Representation with Sequential, Semi-Supervised Discrete Variables
Mehdi Rezaee, Francis Ferraro
Within the context of event modeling and understanding, we propose a new method for neural sequence modeling that takes partially-observed sequences of discrete, external knowledge…