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 381–390 of 1722 papers

Title	Date	Tasks	Status	Hype
Exploring the use of a Large Language Model for data extraction in systematic reviews: a rapid feasibility study	May 23, 2024	Causal InferenceLanguage Modeling	—Unverified	0
Causal Inference with Cocycles	May 22, 2024	Causal Inferencecounterfactual	CodeCode Available	0
Conformal Counterfactual Inference under Hidden Confounding	May 20, 2024	Causal InferenceConformal Prediction	—Unverified	0
Argumentative Causal Discovery	May 18, 2024	Causal DiscoveryCausal Inference	CodeCode Available	0
The Logic of Counterfactuals and the Epistemology of Causal Inference	May 18, 2024	Causal InferencePhilosophy	—Unverified	0
Causality in the Can: Diet Coke's Impact on Fatness	May 17, 2024	Causal Inferencecounterfactual	—Unverified	0
C-Learner: Constrained Learning for Causal Inference and Semiparametric Statistics	May 15, 2024	Causal Inference	—Unverified	0
Enhancing Airline Customer Satisfaction: A Machine Learning and Causal Analysis Approach	May 15, 2024	Causal Inference	—Unverified	0
A Brief Introduction to Causal Inference in Machine Learning	May 14, 2024	Causal InferenceOut-of-Distribution Generalization	CodeCode Available	1
CIER: A Novel Experience Replay Approach with Causal Inference in Deep Reinforcement Learning	May 14, 2024	Causal InferenceDeep Reinforcement Learning	—Unverified	0

Show:10 25 50

← PrevPage 39 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