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 576–600 of 1722 papers

Title	Date	Tasks	Status
Adjustment Criteria for Recovering Causal Effects from Missing Data	Jul 2, 2019	Causal InferenceSelection bias	—Unverified
Confounder Analysis in Measuring Representation in Product Funnels	Jun 7, 2022	Causal Inference	—Unverified
Causal Bandits: Learning Good Interventions via Causal Inference	Jun 10, 2016	Causal Inference	—Unverified
Confounding-Robust Policy Improvement	May 22, 2018	Causal Inference	—Unverified
Confounding-Robust Policy Improvement with Human-AI Teams	Oct 13, 2023	Causal InferenceSensitivity	—Unverified
Conceptualizing Treatment Leakage in Text-based Causal Inference	May 1, 2022	Causal Inference	—Unverified
Connecting Data to Mechanisms with Meta Structual Causal Model	Sep 29, 2021	Causal InferenceRepresentation Learning	—Unverified
Connecting the Dots: Identifying Network Structure via Graph Signal Processing	Oct 31, 2018	Causal Inferencegraph construction	—Unverified
Consistency of Causal Inference under the Additive Noise Model	Dec 19, 2013	Causal Inference	—Unverified
Consistent Causal Inference of Group Effects in Non-Targeted Trials with Finitely Many Effect Levels	Apr 22, 2025	Causal Inference	—Unverified
Causal bootstrapping	Oct 21, 2019	BIG-bench Machine LearningCausal Inference	—Unverified
C-Learner: Constrained Learning for Causal Inference and Semiparametric Statistics	May 15, 2024	Causal Inference	—Unverified
Constraint-Based Causal Discovery using Partial Ancestral Graphs in the presence of Cycles	May 1, 2020	Causal DiscoveryCausal Inference	—Unverified
Contagion Effect Estimation Using Proximal Embeddings	Jun 4, 2023	Causal InferenceRepresentation Learning	—Unverified
Conterfactual Generative Zero-Shot Semantic Segmentation	Jun 11, 2021	Causal Inferencecounterfactual	—Unverified
Context-dependent Causality (the Non-Nonotonic Case)	Apr 7, 2024	Causal Inference	—Unverified
Context-Specific Causal Discovery for Categorical Data Using Staged Trees	Jun 8, 2021	Causal DiscoveryCausal Inference	—Unverified
Conceptualizing Treatment Leakage in Text-based Causal Inference	Jan 16, 2022	Causal Inference	—Unverified
CausalAPM: Generalizable Literal Disentanglement for NLU Debiasing	May 4, 2023	Causal InferenceDisentanglement	—Unverified
Continual Causal Inference with Incremental Observational Data	Mar 3, 2023	Causal Inferencecounterfactual	—Unverified
Continual Causal Effect Estimation: Challenges and Opportunities	Jan 3, 2023	Causal Inferencecounterfactual	—Unverified
Counterfactual Invariance to Spurious Correlations in Text Classification	May 21, 2021	Causal InferenceClassification	—Unverified
Continuous Treatment Effects with Surrogate Outcomes	Jan 31, 2024	Causal InferenceSelection bias	—Unverified
Contrastive Fairness in Machine Learning	May 17, 2019	BIG-bench Machine LearningCausal Inference	—Unverified
Computing Functions of Random Variables via Reproducing Kernel Hilbert Space Representations	Jan 27, 2015	Causal InferenceProbabilistic Programming	—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