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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 611–620 of 1722 papers

Title	Date	Tasks	Status	Hype
Computing Functions of Random Variables via Reproducing Kernel Hilbert Space Representations	Jan 27, 2015	Causal InferenceProbabilistic Programming	—Unverified	0
Causal Decision Trees	Aug 16, 2015	Causal DiscoveryCausal Inference	—Unverified	0
Computer-Assisted Text Analysis for Social Science: Topic Models and Beyond	Mar 29, 2018	Causal InferenceTopic Models	—Unverified	0
Counterfactual Estimation and Optimization of Click Metrics for Search Engines	Mar 7, 2014	Causal Inferencecounterfactual	—Unverified	0
Counterfactual Evaluation of Treatment Assignment Functions with Networked Observational Data	Dec 22, 2019	Causal Inferencecounterfactual	—Unverified	0
Causal and Counterfactual Views of Missing Data Models	Oct 11, 2022	Causal IdentificationCausal Inference	—Unverified	0
Counterfactual Explanation and Causal Inference in Service of Robustness in Robot Control	Sep 18, 2020	Causal Inferencecounterfactual	—Unverified	0
Counterfactual Explanation for Fairness in Recommendation	Jul 10, 2023	AttributeCausal Inference	—Unverified	0
Application of targeted maximum likelihood estimation in public health and epidemiological studies: a systematic review	Mar 13, 2023	ArticlesCausal 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