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 1201–1225 of 1722 papers

Title	Date	Tasks	Status
Adjustment Criteria for Recovering Causal Effects from Missing Data	Jul 2, 2019	Causal InferenceSelection bias	—Unverified
Adjustment with Many Regressors Under Covariate-Adaptive Randomizations	Apr 17, 2023	Causal Inferenceregression	—Unverified
Advancements in Recommender Systems: A Comprehensive Analysis Based on Data, Algorithms, and Evaluation	Jul 10, 2024	Causal InferenceCollaborative Filtering	—Unverified
Advancing Causal Inference: A Nonparametric Approach to ATE and CATE Estimation with Continuous Treatments	Sep 10, 2024	Causal Inference	—Unverified
Adventurer: Optimizing Vision Mamba Architecture Designs for Efficiency	Jan 1, 2025	Causal InferenceMamba	—Unverified
Adventures in Demand Analysis Using AI	Dec 31, 2024	Causal Inference	—Unverified
Adversarial Estimators	Apr 22, 2022	Causal InferenceEconometrics	—Unverified
Adversarial Orthogonal Regression: Two non-Linear Regressions for Causal Inference	Sep 10, 2019	Causal Inferenceregression	—Unverified
AFA-PredNet: The action modulation within predictive coding	Apr 11, 2018	Causal InferencePrediction	—Unverified
A fast PC algorithm for high dimensional causal discovery with multi-core PCs	Feb 9, 2015	Causal DiscoveryCausal Inference	—Unverified
Affirmative Algorithms: The Legal Grounds for Fairness as Awareness	Dec 18, 2020	Causal InferenceFairness	—Unverified
Nested Nonparametric Instrumental Variable Regression	Dec 28, 2021	BIG-bench Machine LearningCausal Inference	—Unverified
A Forecaster's Review of Judea Pearl's Causality: Models, Reasoning and Inference, Second Edition, 2009	Aug 10, 2023	Causal InferenceTime Series	—Unverified
A Framework for Inferring Causality from Multi-Relational Observational Data using Conditional Independence	Aug 8, 2017	Causal Inference	—Unverified
A Framework in CRM Customer Lifecycle: Identify Downward Trend and Potential Issues Detection	Feb 25, 2018	Causal InferenceManagement	—Unverified
A Free Lunch with Influence Functions? Improving Neural Network Estimates with Concepts from Semiparametric Statistics	Feb 18, 2022	Causal Inferenceparameter estimation	—Unverified
A General Causal Inference Framework for Cross-Sectional Observational Data	Apr 28, 2024	Causal Inference	—Unverified
A General Framework for Treatment Effect Estimation in Semi-Supervised and High Dimensional Settings	Jan 3, 2022	Causal Inference	—Unverified
A Graphical Approach to State Variable Selection in Off-policy Learning	Jan 1, 2025	Causal InferenceDimensionality Reduction	—Unverified
A Hamiltonian Higher-Order Elasticity Framework for Dynamic Diagnostics(2HOED)	Apr 29, 2025	AnatomyCausal Inference	—Unverified
AI Assurance using Causal Inference: Application to Public Policy	Dec 1, 2021	Causal InferenceDecision Making	—Unverified
A Layered Architecture for Universal Causality	Dec 18, 2022	Causal InferenceLEMMA	—Unverified
ALCM: Autonomous LLM-Augmented Causal Discovery Framework	May 2, 2024	Causal DiscoveryCausal Inference	—Unverified
Algorithmic Bias in Recidivism Prediction: A Causal Perspective	Nov 24, 2019	Causal InferenceFairness	—Unverified
Algorithmic syntactic causal identification	Mar 14, 2024	Causal IdentificationCausal Inference	—Unverified

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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