Artificial Intelligence
Building intelligent machines that complement human reasoning and extend what people can do.
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Extreme Classification
xtreme classification is a rapidly growing research area in computer vision focusing on multi-class and multi-label problems involving an extremely large number of labels (ranging from thousands to billions).
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EzPC: Increased data security in the AI model validation process
From manufacturing and logistics to agriculture and transportation, the expansion of artificial intelligence (AI) in the last decade has revolutionized a multitude of industries—examples include enhancing predictive analytics on the manufacturing floor and making microclimate…
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Neurocompositional AI
Embedding symbolic computation within neural computation via Tensor Product Representations This is the long term project to embed symbolic computation within neural computation via Tensor Product Representations, using continuous structured representations for deeper, more fluid…
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RM Roles
Can we encode tree structures into Tensor Product Representations (TPR’s) where the rank of the TPR doesn’t grow with the depth of the tree? Can we encode tree structures into Tensor Product Representations (TPR’s) where…