downstream task
Technology:
AdversarialGraphAugmentationtoImprove GraphContrastiveLearning
Graph contrastivelearning (GCL), by training GNNs to maximize the correspondence between the representations of the same graph in its different augmented forms, may yield robust and transferable GNNs even without using labels.
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- Europe > Hungary > Hajdú-Bihar County > Debrecen (0.04)
- Asia > Japan > Honshū > Chūbu > Ishikawa Prefecture > Kanazawa (0.04)
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- North America > United States (0.28)
- Asia > China > Hong Kong (0.04)
- Europe > United Kingdom > England > Oxfordshire > Oxford (0.04)
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Technology:
Pre-trainedAdversarialPerturbations
However, much less effort has been devoted to exploring the adversarial robustness of pre-trained models.
Technology:
Country:
- North America > United States (0.14)
- Asia > China > Guangdong Province > Shenzhen (0.04)
- Europe > Netherlands > North Holland > Amsterdam (0.04)
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Genre:
- Research Report > Experimental Study (0.93)
- Research Report > New Finding (0.68)
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Task-oriented Time Series Imputation Evaluation via Generalized Representers Zhixian Wang 1,2, Linxiao Y ang
Specifically, we summarize our contributions into the following points.
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- North America > Trinidad and Tobago > Trinidad > Arima > Arima (0.04)
- Asia > China > Hong Kong (0.04)
- North America > United States > California (0.04)
- Europe > France (0.04)
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- Energy > Power Industry (0.93)
- Information Technology (0.67)
Technology:
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- North America > United States > California > Los Angeles County > Long Beach (0.14)
- Europe > Switzerland > Zürich > Zürich (0.14)
- North America > United States > Louisiana > Orleans Parish > New Orleans (0.04)
- (15 more...)
Technology:
- Information Technology > Artificial Intelligence > Vision (1.00)
- Information Technology > Artificial Intelligence > Natural Language (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (0.93)
- Information Technology > Artificial Intelligence > Representation & Reasoning (0.67)
Industry:
- Law (0.47)
- Government (0.47)
Technology:
Distributional Successor Features Enable Zero-Shot Policy Optimization
Intelligent agents must be generalists, capable of quickly adapting to various tasks.
Country:
- Europe > Austria (0.04)
- North America > United States > Maryland > Baltimore (0.04)
- North America > United States > Louisiana > Orleans Parish > New Orleans (0.04)
- (9 more...)
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- Research Report > Experimental Study (1.00)
- Workflow (0.67)
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LocCa: Visual Pretraining with Location-aware Captioners
Specifically, LocCa employs two tasks, bounding box prediction and location-dependent captioning, conditioned on the image pixel input.
Country:
- Europe > Switzerland > Zürich > Zürich (0.04)
- Europe > Belgium > Flanders > Flemish Brabant > Leuven (0.04)
Genre:
- Research Report > Experimental Study (0.93)
- Research Report > New Finding (0.67)
Technology: