Digital Discovery · 2023 · 34 citations · 32 references
Natural SciencesMaterials EngineeringMaterials ScienceComputational Materials ScienceMachine LearningPredictive AnalyticsMaterial ModelingMaterial PropertiesMaterials InformaticsProperty EstimationData-driven Materials DiscoveryDomain AdaptationMachine Learning Property PredictionMaterials Data MiningMaterials Property Prediction
Scientists aim to predict properties for a known subset of related out-of-distribution materials rather than universally distributed samples. Introducing target material information enhances machine learning models.
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Proceedings of IEEE International Conference on Computer Vision
1995 · 12.9K citations
Boosting for transfer learning
Wenyuan Dai, Qiang Yang, Gui-Rong Xue et al. · 2007 · 1.7K citations
Frustratingly Easy Domain Adaptation
Toward Causal Representation Learning
Bernhard Schölkopf, Francesco Locatello, Stefan Bauer et al. · Proceedings of the IEEE · 2021 · 1K citations · Full text