SOTAVerified|Agents Browse Leaderboard About

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 511–520 of 1722 papers

Title	Date	Tasks	Status	Hype
Causal Disentanglement for Regulating Social Influence Bias in Social Recommendation	Mar 6, 2024	Causal InferenceDisentanglement	—Unverified	0
Causal Discovery with Stage Variables for Health Time Series	May 5, 2023	Causal DiscoveryCausal Inference	—Unverified	0
The Impact of Missing Data on Causal Discovery: A Multicentric Clinical Study	May 17, 2023	Causal DiscoveryCausal Inference	—Unverified	0
Learning Exposure Mapping Functions for Inferring Heterogeneous Peer Effects	Mar 3, 2025	Causal Inferencecounterfactual	—Unverified	0
Collaborative-controlled LASSO for Constructing Propensity Score-based Estimators in High-Dimensional Data	Jun 30, 2017	Causal InferenceModel Selection	—Unverified	0
Combining Experimental and Observational Data for Identification and Estimation of Long-Term Causal Effects	Jan 26, 2022	Causal Inference	—Unverified	0
Comment on "Blessings of Multiple Causes"	Oct 11, 2019	Causal Inferencevalid	—Unverified	0
Computer-Assisted Text Analysis for Social Science: Topic Models and Beyond	Mar 29, 2018	Causal InferenceTopic Models	—Unverified	0
Consistency of Causal Inference under the Additive Noise Model	Dec 19, 2013	Causal Inference	—Unverified	0
Causal Discovery on the Effect of Antipsychotic Drugs on Delirium Patients in the ICU using Large EHR Dataset	Apr 28, 2022	Causal DiscoveryCausal Inference	—Unverified	0

Show:10 25 50

← PrevPage 52 of 173Next →

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