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Node Attribute Completion in Knowledge Graphs with Multi-Relational Propagation
EdaBayram, AlbertoGarcia-Duran, RobertWest....
Published date-11/10/2020
KnowledgeGraphCompletion, KnowledgeGraphs, LinkPrediction
The existing literature on knowledge graph completion mostly focuses on the link prediction task. However, knowledge graphs have an additional incompleteness problem: their nodes possess numerical attributes, whose values are …
Predicting Water Temperature Dynamics of Unmonitored Lakes with Meta Transfer Learning
JaredD.Willard, JordanS.Read, AlisonP.Appling....
Published date-11/10/2020
Meta-Learning, TransferLearning
Most environmental data come from a minority of well-observed sites. An ongoing challenge in the environmental sciences is transferring knowledge from monitored sites to unobserved sites. Here, we demonstrate a …
Continual Learning of Control Primitives: Skill Discovery via Reset-Games
KelvinXu, SiddharthVerma, ChelseaFinn....
Published date-11/10/2020
ContinualLearning
Reinforcement learning has the potential to automate the acquisition of behavior in complex settings, but in order for it to be successfully deployed, a number of practical challenges must be …
STCNet: Spatio-Temporal Cross Network for Industrial Smoke Detection
YichaoCao, QingfeiTang, XiaoboLu....
Published date-11/10/2020
Industrial smoke emissions present a serious threat to natural ecosystems and human health. Prior works have shown that using computer vision techniques to identify smoke is a low cost and …
Determining Question-Answer Plausibility in Crowdsourced Datasets Using Multi-Task Learning
RachelGardner, MayaVarma, ClareZhu....
Published date-11/10/2020
Multi-TaskLearning
Datasets extracted from social networks and online forums are often prone to the pitfalls of natural language, namely the presence of unstructured and noisy data. In this work, we seek …
Emergency Incident Detection from Crowdsourced Waze Data using Bayesian Information Fusion
YasasSenarath, SaideepNannapaneni, HemantPurohit....
Published date-11/10/2020
TrafficAccidentDetection
The number of emergencies have increased over the years with the growth in urbanization. This pattern has overwhelmed the emergency services with limited resources and demands the optimization of response …