| A Large Scale Benchmark for Individual Treatment Effect Prediction and Uplift Modeling | Nov 19, 2021 | Causal InferencePrediction | CodeCode Available | 1 | 5 |
| A Counterfactual Collaborative Session-based Recommender System | Jan 31, 2023 | Causal Inferencecounterfactual | 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 |
| Integrating Earth Observation Data into Causal Inference: Challenges and Opportunities | Jan 30, 2023 | Causal InferenceEarth Observation | 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 |
| Invariant Causal Prediction for Block MDPs | Mar 12, 2020 | Causal InferencePrediction | CodeCode Available | 1 | 5 |
| Algorithmic Causal Effect Identification with causaleffect | Jul 9, 2021 | Causal Inference | 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 |
| ROCK: Causal Inference Principles for Reasoning about Commonsense Causality | Jan 31, 2022 | 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 Reinforcement Learning using Observational and Interventional Data | Jun 28, 2021 | Causal InferenceModel-based Reinforcement Learning | CodeCode Available | 1 | 5 |
| Active Bayesian Causal Inference | Jun 4, 2022 | Active LearningCausal Discovery | 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 |
| Counterfactual Generative Modeling with Variational Causal Inference | Oct 16, 2024 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Long-Tailed Classification by Keeping the Good and Removing the Bad Momentum Causal Effect | Sep 28, 2020 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Causality for Tabular Data Synthesis: A High-Order Structure Causal Benchmark Framework | Jun 12, 2024 | BenchmarkingCausal Inference | CodeCode Available | 1 | 5 |
| Causal Knowledge Guided Societal Event Forecasting | Dec 10, 2021 | Causal Inference | CodeCode Available | 1 | 5 |
| Contextual Debiasing for Visual Recognition With Causal Mechanisms | Jan 1, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Causal Modeling of Twitter Activity During COVID-19 | May 16, 2020 | Causal InferenceDescriptive | CodeCode Available | 1 | 5 |
| Autoregressive flow-based causal discovery and inference | Jul 18, 2020 | Causal DiscoveryCausal Inference | CodeCode Available | 1 | 5 |
| MECD+: Unlocking Event-Level Causal Graph Discovery for Video Reasoning | Jan 13, 2025 | Causal DiscoveryCausal Inference | CodeCode Available | 1 | 5 |
| Causal Modeling with Stationary Diffusions | Oct 26, 2023 | Causal Inference | CodeCode Available | 1 | 5 |
| CausalNLP: A Practical Toolkit for Causal Inference with Text | Jun 15, 2021 | Causal Inference | 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 |
| Causal Proxy Models for Concept-Based Model Explanations | Sep 28, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations | Jun 16, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Learning from Counterfactual Links for Link Prediction | Jun 3, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| An Influence-based Approach for Root Cause Alarm Discovery in Telecom Networks | May 7, 2021 | Causal InferenceFault localization | 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 |
| CLadder: Assessing Causal Reasoning in Language Models | Dec 7, 2023 | Causal InferenceCommonsense Causal Reasoning | CodeCode Available | 1 | 5 |
| CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior | May 27, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| CDS -- Causal Inference with Deep Survival Model and Time-varying Covariates | Jan 26, 2021 | Causal InferenceRecommendation Systems | CodeCode Available | 1 | 5 |
| CIRS: Bursting Filter Bubbles by Counterfactual Interactive Recommender System | Apr 4, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| A Structural Causal Model for MR Images of Multiple Sclerosis | Mar 4, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| A Survey on Causal Inference for Recommendation | Mar 21, 2023 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| A Survey of Deep Causal Models and Their Industrial Applications | Sep 19, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Comprehensive Knowledge Distillation with Causal Intervention | Dec 1, 2021 | Causal InferenceKnowledge Distillation | CodeCode Available | 1 | 5 |
| Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification | Aug 19, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Counterfactual Causal Inference in Natural Language with Large Language Models | Oct 8, 2024 | ArticlesCausal Inference | CodeCode Available | 1 | 5 |
| Auto IV: Counterfactual Prediction via Automatic Instrumental Variable Decomposition | Jul 13, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Automatic Detection of Influential Actors in Disinformation Networks | May 21, 2020 | Causal Inference | CodeCode Available | 1 | 5 |
| COLA: Contextualized Commonsense Causal Reasoning from the Causal Inference Perspective | May 9, 2023 | Causal InferenceCoLA | CodeCode Available | 1 | 5 |
| Counterfactual Variable Control for Robust and Interpretable Question Answering | Oct 12, 2020 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Causal Structure Learning Supervised by Large Language Model | Nov 20, 2023 | Causal DiscoveryCausal Inference | CodeCode Available | 1 | 5 |
| Cross-Modal Causal Relational Reasoning for Event-Level Visual Question Answering | Jul 26, 2022 | Causal InferenceQuestion Answering | 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 |
| DeCaFlow: A Deconfounding Causal Generative Model | Mar 19, 2025 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Causal Unsupervised Semantic Segmentation | Oct 11, 2023 | Causal InferencePrediction | 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 |
