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Spring 2023
Choosing an appropriate action representation is an integral part of solving robotic manipulation problems. Published approaches include latent action models, which train context-conditioned neural networks to map lowdimensional latent actions to high-dimensional actuation commands. Such models...
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Spring 2018
Semantic segmentation is about classifying every pixel in an image. In recent years, methods based on Fully Convolutional Networks (FCN) have dominated this field in terms of segmentation accuracy. We are interested in tackling the challenges that these methods are faced with. First, it is...
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Fall 2019
Relation Extraction, which is defined as the detection of existing relations between a pair of entities in a sentence, has received a large interest lately, including more recent work on using neural methods. Since neural systems need a large number of annotated sentences to build effective...