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COOPERATIVE NEURAL NETWORKS WITH SPATIAL CONTAINMENT CONSTRAINTS
COOPERATIVE NEURAL NETWORKS WITH SPATIAL CONTAINMENT CONSTRAINTS
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机译:具有空间遏制约束的合作神经网络
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摘要
Methods, systems, and computer program products for cooperative neural networks with spatial containment constraints are provided herein. A computer-implemented method includes dividing a processing task into multiple sub-tasks; training multiple independent neural networks, such that at least some of the multiple sub-tasks correspond to different ones of the multiple independent neural networks; defining, based at least in part on constraint-based domain knowledge related to the processing task, at least one constraint loss for a given one of the multiple sub-tasks, the at least one constraint loss being dependent on output from at least one of the other multiple sub-tasks; and re-training at least a portion of the multiple independent neural networks, the re-training being dependent on using the at least one constraint loss.
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