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Partial Domain Adaptation

3 papers with code · Methodology
Subtask of Domain Adaptation

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Partial Adversarial Domain Adaptation

ECCV 2018 thuml/PADA

We present Partial Adversarial Domain Adaptation (PADA), which simultaneously alleviates negative transfer by down-weighing the data of outlier source classes for training both source classifier and domain adversary, and promotes positive transfer by matching the feature distributions in the shared label space.

PARTIAL DOMAIN ADAPTATION

Relation Adversarial Network for Low Resource Knowledge Graph Completion

8 Nov 2019zxlzr/RAN

Specifically, the framework takes advantage of a relation discriminator to distinguish between samples from different relations, and help learn relation-invariant features more transferable from source relations to target relations.

KNOWLEDGE GRAPH COMPLETION LINK PREDICTION PARTIAL DOMAIN ADAPTATION RELATION EXTRACTION