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07/28/2021
Unsupervised Learning of Neurosymbolic Encoders
We present a framework for the unsupervised learning of neurosymbolic en...
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05/24/2021
Deep Learning-based Damage Mapping with InSAR Coherence Time Series
Satellite remote sensing is playing an increasing role in the rapid mapp...
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11/27/2020
Task Programming: Learning Data Efficient Behavior Representations
Specialized domain knowledge is often necessary to accurately annotate t...
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07/23/2020
Learning Differentiable Programs with Admissible Neural Heuristics
We study the problem of learning differentiable functions expressed as p...
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10/02/2019
Learning Calibratable Policies using Programmatic Style-Consistency
We study the important and challenging problem of controllable generatio...
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01/30/2019
NAOMI: Non-Autoregressive Multiresolution Sequence Imputation
Missing value imputation is a fundamental problem in modeling spatiotemp...
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03/20/2018