الرئيسية الأخبار الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Causal Inference On Ihdp

المقاييس

Average Treatment Effect Error

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Average Treatment Effect Error	Paper Title	Repository
Dragonnet	0.20	Adapting Neural Networks for the Estimation of Treatment Effects
Random Forest	0.96	Estimating individual treatment effect: generalization bounds and algorithms
Counterfactual Regression + WASS	0.27	Estimating individual treatment effect: generalization bounds and algorithms
BCAUS DR	0.29	Minimizing bias in massive multi-arm observational studies with BCAUS: balancing covariates automatically using supervision	-
Balancing Neural Network	0.42	Estimating individual treatment effect: generalization bounds and algorithms
MTDL-KNN	0.23	Deep representation learning for individualized treatment effect estimation using electronic health records	-
CEVAE	0.46	Causal Effect Inference with Deep Latent-Variable Models
Causal Forest	0.4	Estimating individual treatment effect: generalization bounds and algorithms
k-NN	0.79	Estimating individual treatment effect: generalization bounds and algorithms
BCAUSS	0.15	Learning end-to-end patient representations through self-supervised covariate balancing for causal treatment effect estimation	-
TARNet	0.28	Estimating individual treatment effect: generalization bounds and algorithms
Balancing Linear Regression	0.93	Estimating individual treatment effect: generalization bounds and algorithms

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