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Counterfactual Inference

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TitleStatusHype
Counterfactual Influence in Markov Decision ProcessesCode0
Causal Generative Explainers using Counterfactual Inference: A Case Study on the Morpho-MNIST Dataset—0
A General Neural Causal Model for Interactive Recommendation—0
Offline Imitation Learning with Variational Counterfactual ReasoningCode0
Answering Causal Queries at Layer 3 with DiscoSCMs-Embracing Heterogeneity—0
Data-Driven Allocation of Preventive Care With Application to Diabetes Mellitus Type II—0
VLUCI: Variational Learning of Unobserved Confounders for Counterfactual Inference—0
De-confounding Representation Learning for Counterfactual Inference on Continuous Treatment via Generative Adversarial Network—0
Identification of Causal Relationship between Amyloid-beta Accumulation and Alzheimer's Disease Progression via Counterfactual Inference—0
Simulating counterfactualsCode0
Predictive Coding beyond Correlations—0
Self-Interpretable Time Series Prediction with Counterfactual Explanations—0
Advancing Counterfactual Inference through Nonlinear Quantile Regression—0
Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity ModelCode0
Unveiling Cross Modality Bias in Visual Question Answering: A Causal View with Possible Worlds VQA—0
Dynamic Inter-treatment Information Sharing for Individualized Treatment Effects EstimationCode0
Meta-causal Learning for Single Domain Generalization—0
Achieving Counterfactual Fairness with Imperfect Structural Causal ModelCode0
Counterfactual (Non-)identifiability of Learned Structural Causal Models—0
Debiasing Stance Detection Models with Counterfactual Reasoning and Adversarial Bias Learning—0
Causal Inference for Knowledge Graph based RecommendationCode0
Learning to Bound Counterfactual Inference from Observational, Biased and Randomised DataCode0
Doubly robust nearest neighbors in factor modelsCode0
Counterfactual Learning with Multioutput Deep KernelsCode0
On counterfactual inference with unobserved confounding—0
Counterfactual Data Augmentation via Perspective Transition for Open-Domain DialoguesCode0
Adaptive Experimental Design and Counterfactual Inference—0
Adversarial De-confounding in Individualised Treatment Effects Estimation—0
COFFEE: Counterfactual Fairness for Personalized Text Generation in Explainable Recommendation—0
Counterfactual Multihop QA: A Cause-Effect Approach for Reducing Disconnected Reasoning—0
Counterfactual Supervision-based Information Bottleneck for Out-of-Distribution GeneralizationCode0
Learning to Infer Counterfactuals: Meta-Learning for Estimating Multiple Imbalanced Treatment Effects—0
A Constructive GAN-based Approach to Exact Estimate Treatment Effect without Matching—0
SurvCaus : Representation Balancing for Survival Causal InferenceCode0
Counterfactual Inference of Second OpinionsCode0
Counterfactual Analysis of the Impact of the IMF Program on Child Poverty in the Global-South Region using Causal-Graphical Normalizing Flows—0
Counterfactual inference for sequential experimentsCode0
Personalized Public Policy Analysis in Social Sciences using Causal-Graphical Normalizing Flows—0
Causal Inference Through the Structural Causal Marginal ProblemCode0
Cycle-Balanced Representation Learning For Counterfactual InferenceCode0
Causal Representation Learning for Context-Aware Face Transfer—0
ICPE: An Item Cluster-Wise Pareto-Efficient Framework for Recommendation Debiasing—0
HypoGen: Hyperbole Generation with Commonsense and Counterfactual KnowledgeCode0
Estimating Categorical Counterfactuals via Deep Twin Networks—0
CausalRec: Causal Inference for Visual Debiasing in Visually-Aware RecommendationCode0
Harmonization with Flow-based Causal InferenceCode0
NCoRE: Neural Counterfactual Representation Learning for Combinations of Treatments—0
Adaptive Doubly Robust Estimator from Non-stationary Logging Policy under a Convergence of Average Probability—0
Time Series Counterfactual Inference with Hidden Confounders—0
Neural Network Extrapolations with G-invariances from a Single Environment—0
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