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Washington University in St. Louis
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Stop training in isolation: LNTrust lets decentralized models learn *who* to trust during training, so they can collaborate effectively at deployment, boosting accuracy and cutting communication costs.
Achieve polynomial-time first-order probabilistic inference by implicitly learning from incomplete data and performing lifted inference over both individuals and possible worlds, sidestepping the need for explicit model construction.