| CausalEGM: a general causal inference framework by encoding generative modeling | Dec 8, 2022 | Causal InferenceDecoder | CodeCode Available | 1 | 5 |
| Causal Effect Inference with Deep Latent-Variable Models | May 24, 2017 | Causal Inference | CodeCode Available | 1 | 5 |
| General targeted machine learning for modern causal mediation analysis | Aug 26, 2024 | Causal Inference | CodeCode Available | 1 | 5 |
| Causal Rule Ensemble: Interpretable Discovery and Inference of Heterogeneous Treatment Effects | Sep 18, 2020 | Causal InferenceEpidemiology | CodeCode Available | 1 | 5 |
| DagSim: Combining DAG-based model structure with unconstrained data types and relations for flexible, transparent, and modularized data simulation | May 6, 2022 | BIG-bench Machine LearningCausal Inference | CodeCode Available | 1 | 5 |
| CA-SpaceNet: Counterfactual Analysis for 6D Pose Estimation in Space | Jul 16, 2022 | 6D Pose EstimationCausal Inference | CodeCode Available | 1 | 5 |
| Adversarial Counterfactual Learning and Evaluation for Recommender System | Nov 8, 2020 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Inference and Denoise: Causal Inference-based Neural Speech Enhancement | Nov 2, 2022 | Causal InferenceSpeech Enhancement | CodeCode Available | 1 | 5 |
| A Practical Introduction to Bayesian Estimation of Causal Effects: Parametric and Nonparametric Approaches | Apr 15, 2020 | Bayesian InferenceCausal Inference | CodeCode Available | 1 | 5 |
| MiranDa: Mimicking the Learning Processes of Human Doctors to Achieve Causal Inference for Medication Recommendation | Jul 23, 2024 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Causal Incremental Graph Convolution for Recommender System Retraining | Aug 16, 2021 | Causal InferenceRecommendation Systems | CodeCode Available | 1 | 5 |
| Causal Reinforcement Learning using Observational and Interventional Data | Jun 28, 2021 | Causal InferenceModel-based Reinforcement Learning | CodeCode Available | 1 | 5 |
| Causal Inference for Chatting Handoff | Oct 6, 2022 | Causal InferenceChatbot | CodeCode Available | 1 | 5 |
| Causal Inference-Based Root Cause Analysis for Online Service Systems with Intervention Recognition | Jun 13, 2022 | Causal InferenceFault Diagnosis | CodeCode Available | 1 | 5 |
| Language Agents Meet Causality -- Bridging LLMs and Causal World Models | Oct 25, 2024 | Causal InferenceCommon Sense Reasoning | CodeCode Available | 1 | 5 |
| Language Models as Causal Effect Generators | Nov 12, 2024 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| A Brief Introduction to Causal Inference in Machine Learning | May 14, 2024 | Causal InferenceOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Causal Inference in Recommender Systems: A Survey of Strategies for Bias Mitigation, Explanation, and Generalization | Jan 3, 2023 | Causal InferenceRecommendation Systems | CodeCode Available | 1 | 5 |
| Causal Inference in Recommender Systems: A Survey and Future Directions | Aug 26, 2022 | Causal InferenceClick-Through Rate Prediction | CodeCode Available | 1 | 5 |
| Learning end-to-end patient representations through self-supervised covariate balancing for causal treatment effect estimation | Mar 20, 2023 | Causal InferenceRepresentation Learning | CodeCode Available | 1 | 5 |
| ROCK: Causal Inference Principles for Reasoning about Commonsense Causality | Jan 31, 2022 | Causal Inference | CodeCode Available | 1 | 5 |
| Automatic Detection of Influential Actors in Disinformation Networks | May 21, 2020 | Causal Inference | CodeCode Available | 1 | 5 |
| Long-Term Effect Estimation with Surrogate Representation | Aug 19, 2020 | Causal Inference | CodeCode Available | 1 | 5 |
| Training a Resilient Q-Network against Observational Interference | Feb 18, 2021 | Causal InferenceDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| Causal intersectionality for fair ranking | Jun 15, 2020 | Causal InferenceFairness | CodeCode Available | 1 | 5 |
| Causal Inference with the Instrumental Variable Approach and Bayesian Nonparametric Machine Learning | Feb 1, 2021 | BIG-bench Machine LearningCausal Inference | CodeCode Available | 1 | 5 |
| A Structural Causal Model for MR Images of Multiple Sclerosis | Mar 4, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| CausalImages: An R Package for Causal Inference with Earth Observation, Bio-medical, and Social Science Images | Sep 30, 2023 | Causal InferenceEarth Observation | CodeCode Available | 1 | 5 |
| A Survey of Deep Causal Models and Their Industrial Applications | Sep 19, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| A framework for causal segmentation analysis with machine learning in large-scale digital experiments | Nov 1, 2021 | Causal Inference | CodeCode Available | 1 | 5 |
| Causal Knowledge Guided Societal Event Forecasting | Dec 10, 2021 | Causal Inference | CodeCode Available | 1 | 5 |
| Long Story Short: Omitted Variable Bias in Causal Machine Learning | Dec 26, 2021 | BIG-bench Machine LearningCausal Inference | CodeCode Available | 1 | 5 |
| dame-flame: A Python Library Providing Fast Interpretable Matching for Causal Inference | Jan 6, 2021 | Causal Inferencefeature selection | CodeCode Available | 1 | 5 |
| A Survey on Causal Inference for Recommendation | Mar 21, 2023 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Disentangling ID and Modality Effects for Session-based Recommendation | Apr 19, 2024 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| CausalMob: Causal Human Mobility Prediction with LLMs-derived Human Intentions toward Public Events | Dec 3, 2024 | ArticlesCausal Inference | CodeCode Available | 1 | 5 |
| Estimating individual treatment effect: generalization bounds and algorithms | Jun 13, 2016 | Causal InferenceGeneralization Bounds | CodeCode Available | 1 | 5 |
| CausalNLP: A Practical Toolkit for Causal Inference with Text | Jun 15, 2021 | Causal Inference | CodeCode Available | 1 | 5 |
| Invariant Causal Prediction for Block MDPs | Mar 12, 2020 | Causal InferencePrediction | CodeCode Available | 1 | 5 |
| Causal Parrots: Large Language Models May Talk Causality But Are Not Causal | Aug 24, 2023 | Causal Inference | CodeCode Available | 1 | 5 |
| REX: Causal Discovery based on Machine Learning and Explainability techniques | Jan 22, 2025 | Causal DiscoveryCausal Inference | CodeCode Available | 1 | 5 |
| Counterfactual Prediction Under Selective Confounding | Oct 21, 2023 | AllCausal Inference | CodeCode Available | 0 | 5 |
| Counterfactual Mean Embeddings | May 22, 2018 | Causal Inferencecounterfactual | CodeCode Available | 0 | 5 |
| Counterfactual Reasoning for Multi-Label Image Classification via Patching-Based Training | Apr 9, 2024 | Causal Inferencecounterfactual | CodeCode Available | 0 | 5 |
| Covariate balancing using the integral probability metric for causal inference | May 23, 2023 | Causal Inferenceregression | CodeCode Available | 0 | 5 |
| An Efficient Approach for Optimizing the Cost-effective Individualized Treatment Rule Using Conditional Random Forest | Apr 23, 2022 | Causal Inference | CodeCode Available | 0 | 5 |
| Adaptive Nonparametric Perturbations of Parametric Bayesian Models | Dec 14, 2024 | Bayesian InferenceCausal Inference | CodeCode Available | 0 | 5 |
| Ancestral Causal Inference | Jun 22, 2016 | Causal DiscoveryCausal Inference | CodeCode Available | 0 | 5 |
| A Multi-level Neural Network for Implicit Causality Detection in Web Texts | Aug 18, 2019 | Causal InferenceFeature Engineering | CodeCode Available | 0 | 5 |
| Counterfactually Comparing Abstaining Classifiers | May 17, 2023 | Causal Inferencecounterfactual | CodeCode Available | 0 | 5 |
