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 476–500 of 1722 papers

Title	Date	Tasks	Status	Score
Proximal Causal Inference With Text Data	Jan 12, 2024	Causal Inference	CodeCode Available	5
Estimation of Causal Effects in the Presence of Unobserved Confounding in the Alzheimer's Continuum	Jun 23, 2020	Causal InferenceClinical Knowledge	CodeCode Available	5
Quantile Causal Discovery	Jan 1, 2020	Causal DiscoveryCausal Inference	CodeCode Available	5
Convolutional neural networks for valid and efficient causal inference	Jan 27, 2023	Causal Inferencevalid	CodeCode Available	5
Confounding Feature Acquisition for Causal Effect Estimation	Nov 17, 2020	Causal Inference	CodeCode Available	5
A Multi-level Neural Network for Implicit Causality Detection in Web Texts	Aug 18, 2019	Causal InferenceFeature Engineering	CodeCode Available	5
Causally Denoise Word Embeddings Using Half-Sibling Regression	Nov 24, 2019	Causal Inferenceregression	CodeCode Available	5
Conditional Generative Models are Sufficient to Sample from Any Causal Effect Estimand	Feb 12, 2024	Causal InferenceDisentanglement	CodeCode Available	5
CausalMed: Causality-Based Personalized Medication Recommendation Centered on Patient health state	Apr 18, 2024	Causal DiscoveryCausal Inference	CodeCode Available	5
Causally motivated Shortcut Removal Using Auxiliary Labels	May 13, 2021	Causal InferenceDisentanglement	CodeCode Available	5
Removing systematic errors for exoplanet search via latent causes	May 12, 2015	AstronomyCausal Inference	CodeCode Available	5
Consistent Estimation of Propensity Score Functions with Oversampled Exposed Subjects	May 20, 2018	Causal Inference	CodeCode Available	5
RNN-based counterfactual prediction, with an application to homestead policy and public schooling	Dec 10, 2017	Causal Inferencecounterfactual	CodeCode Available	5
Causal affect prediction model using a facial image sequence	Jul 8, 2021	Causal InferenceFacial Expression Recognition	CodeCode Available	5
Conditional Cross-Design Synthesis Estimators for Generalizability in Medicaid	Sep 27, 2021	Causal InferenceDesign Synthesis	CodeCode Available	5
An Efficient Approach for Optimizing the Cost-effective Individualized Treatment Rule Using Conditional Random Forest	Apr 23, 2022	Causal Inference	CodeCode Available	5
A Normative Theory for Causal Inference and Bayes Factor Computation in Neural Circuits	Dec 1, 2019	Causal InferenceModel Selection	CodeCode Available	5
Combinatorial Causal Bandits	Jun 4, 2022	Causal Inference	CodeCode Available	5
COLD: Causal reasOning in cLosed Daily activities	Nov 29, 2024	Causal InferenceCommonsense Causal Reasoning	CodeCode Available	5
Comparison between instrumental variable and mediation-based methods for reconstructing causal gene networks in yeast	Oct 14, 2020	Causal Inference	CodeCode Available	5
Choice Set Confounding in Discrete Choice	May 17, 2021	Causal InferenceDiscrete Choice Models	CodeCode Available	5
Can We Validate Counterfactual Estimations in the Presence of General Network Interference?	Feb 3, 2025	Causal Inferencecounterfactual	CodeCode Available	5
Can Transformers Do Enumerative Geometry?	Aug 27, 2024	Activation Function SynthesisCausal Inference	CodeCode Available	5
Peer-induced Fairness: A Causal Approach for Algorithmic Fairness Auditing	Aug 5, 2024	Causal Inferencecounterfactual	CodeCode Available	5
Challenges of Using Text Classifiers for Causal Inference	Oct 1, 2018	Causal InferenceDecision Making	CodeCode Available	5

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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