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Causal Inference

Causal inference is the task of drawing a conclusion about a causal connection based on the conditions of the occurrence of an effect.

( Image credit: Recovery of non-linear cause-effect relationships from linearly mixed neuroimaging data )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 601–610 of 1722 papers

Title	Date	Tasks	Status	Hype
Controlling for Unobserved Confounding with Large Language Model Classification of Patient Smoking Status	Nov 5, 2024	Causal InferenceLanguage Modeling	—Unverified	0
Controlling Learned Effects to Reduce Spurious Correlations in Text Classifiers	May 26, 2023	Causal Inference	—Unverified	0
Counterfactual Representation Learning with Balancing Weights	Oct 23, 2020	Causal Inferencecounterfactual	—Unverified	0
Cooperative Causal GraphSAGE	May 20, 2025	Causal InferenceGraph Neural Network	—Unverified	0
Computing Functions of Random Variables via Reproducing Kernel Hilbert Space Representations	Jan 27, 2015	Causal InferenceProbabilistic Programming	—Unverified	0
Correcting invalid regression discontinuity designs with multiple time period data	Aug 11, 2024	Causal Inferenceregression	—Unverified	0
Computer-Assisted Text Analysis for Social Science: Topic Models and Beyond	Mar 29, 2018	Causal InferenceTopic Models	—Unverified	0
Causal DAG extraction from a library of books or videos/movies	Oct 29, 2022	Causal Inference	—Unverified	0
Causal and Counterfactual Views of Missing Data Models	Oct 11, 2022	Causal IdentificationCausal Inference	—Unverified	0
Computational identification of ketone metabolism as a key regulator of sleep stability and circadian dynamics via real-time metabolic profiling	Mar 16, 2025	Causal InferenceExplainable artificial intelligence	—Unverified	0

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All datasets IHDP Jobs IDHP

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Random Forest	Average Treatment Effect Error	0.96	—	Unverified
2	Balancing Linear Regression	Average Treatment Effect Error	0.93	—	Unverified
3	k-NN	Average Treatment Effect Error	0.79	—	Unverified
4	CEVAE	Average Treatment Effect Error	0.46	—	Unverified
5	Balancing Neural Network	Average Treatment Effect Error	0.42	—	Unverified
6	Causal Forest	Average Treatment Effect Error	0.4	—	Unverified
7	BCAUS DR	Average Treatment Effect Error	0.29	—	Unverified
8	TARNet	Average Treatment Effect Error	0.28	—	Unverified
9	Counterfactual Regression + WASS	Average Treatment Effect Error	0.27	—	Unverified
10	MTDL-KNN	Average Treatment Effect Error	0.23	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CFR WASS	Average Treatment Effect on the Treated Error	0.09	—	Unverified
2	CFR MMD	Average Treatment Effect on the Treated Error	0.08	—	Unverified
3	BART	Average Treatment Effect on the Treated Error	0.08	—	Unverified
4	GANITE	Average Treatment Effect on the Treated Error	0.06	—	Unverified
5	BCAUSS	Average Treatment Effect on the Treated Error	0.05	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART	Average Treatment Effect Error	0.34	—	Unverified
2	OLS with separate regressors for each treatment	Average Treatment Effect Error	0.31	—	Unverified
3		Average Treatment Effect Error	-0.23	—	Unverified