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 571–580 of 1722 papers

Title	Date	Tasks	Status	Hype
An Overview of Causal Inference using Kernel Embeddings	Oct 30, 2024	Causal Inference	—Unverified	0
Adjustment Criteria for Recovering Causal Effects from Missing Data	Jul 2, 2019	Causal InferenceSelection bias	—Unverified	0
Conceptualizing Treatment Leakage in Text-based Causal Inference	May 1, 2022	Causal Inference	—Unverified	0
Conceptualizing Treatment Leakage in Text-based Causal Inference	Jan 16, 2022	Causal Inference	—Unverified	0
CausalAPM: Generalizable Literal Disentanglement for NLU Debiasing	May 4, 2023	Causal InferenceDisentanglement	—Unverified	0
Conformal Counterfactual Inference under Hidden Confounding	May 20, 2024	Causal InferenceConformal Prediction	—Unverified	0
Confounder Analysis in Measuring Representation in Product Funnels	Jun 7, 2022	Causal Inference	—Unverified	0
Causal Bandits: Learning Good Interventions via Causal Inference	Jun 10, 2016	Causal Inference	—Unverified	0
Confounding-Robust Policy Improvement	May 22, 2018	Causal Inference	—Unverified	0
Cooperative Causal GraphSAGE	May 20, 2025	Causal InferenceGraph Neural Network	—Unverified	0

Show:10 25 50

← PrevPage 58 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