SOTAVerified

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

Showing 14511500 of 1722 papers

TitleStatusHype
Causal Inference via Conditional Kolmogorov Complexity using MDL Binning0
Bayesian causal inference via probabilistic program synthesis0
Causal inference for climate change events from satellite image time series using computer vision and deep learning0
Strategic Classification is Causal Modeling in Disguise0
Leveraging directed causal discovery to detect latent common causes0
Causal bootstrapping0
Testability of instrument validity under continuous endogenous variables0
Targeted Estimation of Heterogeneous Treatment Effect in Observational Survival AnalysisCode0
Large Dimensional Latent Factor Modeling with Missing Observations and Applications to Causal Inference0
Optimising Individual-Treatment-Effect Using BanditsCode0
Bimodular continuous attractor neural networks with static and moving stimuli0
Comment on "Blessings of Multiple Causes"0
The Case for Evaluating Causal Models Using Interventional Measures and Empirical Data0
Kernel-based Approach to Handle Mixed Data for Inferring Causal Graphs0
Donor's Deferral and Return Behavior: Partial Identification from a Regression Discontinuity Design with Manipulation0
Spike-based causal inference for weight alignmentCode0
Causal inference with Bayes rule0
An introduction to flexible methods for policy evaluation0
Debiased Bayesian inference for average treatment effectsCode0
The fairness-accuracy landscape of neural classifiers0
Counterfactual Cross-Validation: Stable Model Selection Procedure for Causal Inference ModelsCode0
Adversarial Orthogonal Regression: Two non-Linear Regressions for Causal Inference0
Unbiased Recommender Learning from Missing-Not-At-Random Implicit FeedbackCode0
Large-Scale Local Causal Inference of Gene Regulatory RelationshipsCode0
Online Causal Inference for Advertising in Real-Time Bidding Auctions0
A Multi-level Neural Network for Implicit Causality Detection in Web TextsCode0
Optimal Estimation of Generalized Average Treatment Effects using Kernel Optimal MatchingCode0
Transcriptional Response of SK-N-AS Cells to Methamidophos0
Choosing with unknown causal information: Action-outcome probabilities for decision making can be grounded in causal models0
A neural network oracle for quantum nonlocality problems in networksCode0
Info Intervention0
A discriminative approach for finding and characterizing positivity violations using decision trees0
Explaining Classifiers with Causal Concept Effect (CaCE)0
Quantifying Error in the Presence of Confounders for Causal Inference0
Quantifying Confounding Bias in Neuroimaging Datasets with Causal Inference0
Adjustment Criteria for Recovering Causal Effects from Missing Data0
Identification In Missing Data Models Represented By Directed Acyclic Graphs0
Causal Inference Under Interference And Network Uncertainty0
Learning Causal State Representations of Partially Observable Environments0
A Bayesian Solution to the M-Bias Problem0
Reinforcement Knowledge Graph Reasoning for Explainable RecommendationCode0
Learning Individual Causal Effects from Networked Observational DataCode0
Reliable Estimation of Individual Treatment Effect with Causal Information Bottleneck0
Adapting Neural Networks for the Estimation of Treatment EffectsCode0
Gradient-Based Neural DAG LearningCode0
The Secrets of Machine Learning: Ten Things You Wish You Had Known Earlier to be More Effective at Data Analysis0
An Evaluation Toolkit to Guide Model Selection and Cohort Definition in Causal InferenceCode0
Measuring and Modeling Language Change0
Multiple Causes: A Causal Graphical View0
Rarely-switching linear bandits: optimization of causal effects for the real world0
Show:102550
← PrevPage 30 of 35Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Random ForestAverage Treatment Effect Error0.96Unverified
2Balancing Linear RegressionAverage Treatment Effect Error0.93Unverified
3k-NNAverage Treatment Effect Error0.79Unverified
4CEVAEAverage Treatment Effect Error0.46Unverified
5Balancing Neural NetworkAverage Treatment Effect Error0.42Unverified
6Causal ForestAverage Treatment Effect Error0.4Unverified
7BCAUS DRAverage Treatment Effect Error0.29Unverified
8TARNetAverage Treatment Effect Error0.28Unverified
9Counterfactual Regression + WASSAverage Treatment Effect Error0.27Unverified
10MTDL-KNNAverage Treatment Effect Error0.23Unverified
#ModelMetricClaimedVerifiedStatus
1CFR WASSAverage Treatment Effect on the Treated Error0.09Unverified
2CFR MMDAverage Treatment Effect on the Treated Error0.08Unverified
3BARTAverage Treatment Effect on the Treated Error0.08Unverified
4GANITEAverage Treatment Effect on the Treated Error0.06Unverified
5BCAUSSAverage Treatment Effect on the Treated Error0.05Unverified
#ModelMetricClaimedVerifiedStatus
1BARTAverage Treatment Effect Error0.34Unverified
2OLS with separate regressors for each treatmentAverage Treatment Effect Error0.31Unverified
3Average Treatment Effect Error-0.23Unverified