242 citations · 1.5k across the 60 of their papers we have counts for
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cs.CV2015
Neural Module Networks
Jacob Andreas, Marcus Rohrbach, Trevor Darrell +1
Visual question answering is fundamentally compositional in nature---a question like "where is the dog?" shares substructure with questions like "what color is the dog?" and "where…
cs.CL2015★ 14 cited
Alignment-based compositional semantics for instruction following
Jacob Andreas, Dan Klein
This paper describes an alignment-based model for interpreting natural language instructions in context. We approach instruction following as a search over plans, scoring sequences…
stat.ML2015★ 7 cited
On the accuracy of self-normalized log-linear models
Jacob Andreas, Maxim Rabinovich, Dan Klein +1
Calculation of the log-normalizer is a major computational obstacle in applications of log-linear models with large output spaces. The problem of fast normalizer computation has th…