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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 451–460 of 1722 papers

Title	Date	Tasks	Status	Hype
A Data-Driven Two-Phase Multi-Split Causal Ensemble Model for Time Series	Mar 4, 2024	Causal InferenceTime Series	—Unverified	0
Out-of-distribution robustness for multivariate analysis via causal regularisation	Mar 4, 2024	Causal Inferenceregression	—Unverified	0
Applied Causal Inference Powered by ML and AI	Mar 4, 2024	Causal Inference	CodeCode Available	2
The Implicit Bias of Heterogeneity towards Invariance: A Study of Multi-Environment Matrix Sensing	Mar 3, 2024	Causal Inferenceregression	—Unverified	0
DINER: Debiasing Aspect-based Sentiment Analysis with Multi-variable Causal Inference	Mar 2, 2024	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	0
History-dependence shapes causal inference of brain-behaviour relationships	Mar 1, 2024	Causal Inference	CodeCode Available	0
CIDGMed: Causal Inference-Driven Medication Recommendation with Enhanced Dual-Granularity Learning	Mar 1, 2024	Causal InferenceRecommendation Systems	CodeCode Available	1
How to Understand "Support"? An Implicit-enhanced Causal Inference Approach for Weakly-supervised Phrase Grounding	Feb 29, 2024	Causal Inferencecounterfactual	—Unverified	0
Identifying Assumptions and Research Dynamics	Feb 28, 2024	Causal Inferencevalid	—Unverified	0
Language Models Represent Beliefs of Self and Others	Feb 28, 2024	Causal Inference	CodeCode Available	1

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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