| Causal Domain Adaptation with Copula Entropy based Conditional Independence Test | Feb 27, 2022 | Causal DiscoveryDomain Adaptation | CodeCode Available | 0 |
| Extremely Greedy Equivalence Search | Feb 26, 2025 | Causal DiscoveryModel Selection | CodeCode Available | 0 |
| Fairness and Robustness in Invariant Learning: A Case Study in Toxicity Classification | Nov 12, 2020 | BIG-bench Machine LearningCausal Discovery | CodeCode Available | 0 |
| Your Assumed DAG is Wrong and Here's How To Deal With It | Feb 24, 2025 | Causal Discoveryvalid | CodeCode Available | 0 |
| Causal Discovery in Linear Structural Causal Models with Deterministic Relations | Oct 30, 2021 | Causal DiscoveryCausal Inference | CodeCode Available | 0 |
| Causal Discovery in Linear Latent Variable Models Subject to Measurement Error | Nov 8, 2022 | Causal Discovery | CodeCode Available | 0 |
| Causal Discovery from Time-Series Data with Short-Term Invariance-Based Convolutional Neural Networks | Aug 15, 2024 | Causal DiscoveryTime Series | CodeCode Available | 0 |
| Towards Causal Relationship in Indefinite Data: Baseline Model and New Datasets | Jan 16, 2024 | Causal DiscoveryDisentanglement | CodeCode Available | 0 |
| Fast Scalable and Accurate Discovery of DAGs Using the Best Order Score Search and Grow-Shrink Trees | Oct 26, 2023 | Causal Discovery | CodeCode Available | 0 |
| Meek Separators and Their Applications in Targeted Causal Discovery | Oct 30, 2023 | Causal Discovery | CodeCode Available | 0 |
| Reframed GES with a Neural Conditional Dependence Measure | Jun 17, 2022 | Causal DiscoveryCausal Inference | CodeCode Available | 0 |
| Federated Causal Discovery From Interventions | Nov 7, 2022 | Causal DiscoveryFederated Learning | CodeCode Available | 0 |
| Causal Discovery with Flow-based Conditional Density Estimation | Dec 5, 2021 | Causal DiscoveryDensity Estimation | CodeCode Available | 0 |
| Causal Discovery with Fewer Conditional Independence Tests | Jun 3, 2024 | Causal Discovery | CodeCode Available | 0 |
| Specific and Shared Causal Relation Modeling and Mechanism-Based Clustering | Dec 1, 2019 | Causal DiscoveryClustering | CodeCode Available | 0 |
| Flow-based Perturbation for Cause-effect Inference | Oct 17, 2022 | Causal DiscoveryCausal Identification | CodeCode Available | 0 |
| Missing Data Imputation Based on Dynamically Adaptable Structural Equation Modeling with Self-Attention | Aug 23, 2023 | Causal DiscoveryComputational Efficiency | CodeCode Available | 0 |
| Using machine learning to understand causal relationships between urban form and travel CO2 emissions across continents | Aug 31, 2023 | Causal DiscoveryForm | CodeCode Available | 0 |
| Bayesian Causal Inference with Gaussian Process Networks | Feb 1, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 0 |
| MissDAG: Causal Discovery in the Presence of Missing Data with Continuous Additive Noise Models | May 27, 2022 | Causal DiscoveryImputation | CodeCode Available | 0 |
| MissNODAG: Differentiable Cyclic Causal Graph Learning from Incomplete Data | Oct 24, 2024 | Causal DiscoveryGraph Learning | CodeCode Available | 0 |
| CausalMed: Causality-Based Personalized Medication Recommendation Centered on Patient health state | Apr 18, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 0 |
| Causal Discovery and Classification Using Lempel-Ziv Complexity | Nov 4, 2024 | Causal DiscoveryClassification | CodeCode Available | 0 |
| Towards Characterizing Domain Counterfactuals For Invertible Latent Causal Models | Jun 20, 2023 | Causal Discoverycounterfactual | CodeCode Available | 0 |
| Revisiting Classifier Two-Sample Tests | Oct 20, 2016 | Causal DiscoveryVocal Bursts Valence Prediction | CodeCode Available | 0 |
| Causal Discovery with Cascade Nonlinear Additive Noise Models | May 23, 2019 | Causal Discovery | CodeCode Available | 0 |
| CausalLP: Learning causal relations with weighted knowledge graph link prediction | Apr 23, 2024 | Causal DiscoveryGraph Embedding | CodeCode Available | 0 |
| Causal Discovery with Attention-Based Convolutional Neural Networks | Jan 7, 2019 | Causal DiscoveryDecision Making | CodeCode Available | 0 |
| Generating Hypotheses of Dynamic Causal Graphs in Neuroscience: Leveraging Generative Factor Models of Observed Time Series | May 27, 2025 | Causal DiscoveryTime Series | CodeCode Available | 0 |
| Generative Framework for Personalized Persuasion: Inferring Causal, Counterfactual, and Latent Knowledge | Apr 8, 2025 | Causal Discoverycounterfactual | CodeCode Available | 0 |
| GFlowCausal: Generative Flow Networks for Causal Discovery | Oct 15, 2022 | Active LearningCausal Discovery | CodeCode Available | 0 |
| Multiple imputation and test-wise deletion for causal discovery with incomplete cohort data | Aug 30, 2021 | Causal DiscoveryImputation | CodeCode Available | 0 |
| MXMap: A Multivariate Cross Mapping Framework for Causal Discovery in Dynamical Systems | Feb 6, 2025 | Causal Discovery | CodeCode Available | 0 |
| Causal discovery for time series with latent confounders | Sep 7, 2022 | Causal DiscoveryTime Series | CodeCode Available | 0 |
| Structural restrictions in local causal discovery: identifying direct causes of a target variable | Jul 29, 2023 | Causal Discovery | CodeCode Available | 0 |
| Learning Large Causal Structures from Inverse Covariance Matrix via Sparse Matrix Decomposition | Nov 25, 2022 | Causal Discovery | CodeCode Available | 0 |
| Higher Order Kernel Mean Embeddings to Capture Filtrations of Stochastic Processes | Sep 8, 2021 | Causal Discovery | CodeCode Available | 0 |
| Neuro-Causal Factor Analysis | May 31, 2023 | Causal Discovery | CodeCode Available | 0 |
| Hillclimb-Causal Inference: A Data-Driven Approach to Identify Causal Pathways Among Parental Behaviors, Genetic Risk, and Externalizing Behaviors in Children | May 10, 2025 | Causal DiscoveryCausal Inference | CodeCode Available | 0 |
| Supervised Whole DAG Causal Discovery | Jun 8, 2020 | Causal Discovery | CodeCode Available | 0 |
| Interpretable, multi-dimensional Evaluation Framework for Causal Discovery from observational i.i.d. Data | Sep 28, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 0 |
| Neuropathic Pain Diagnosis Simulator for Causal Discovery Algorithm Evaluation | Jun 4, 2019 | Causal DiscoverySelection bias | CodeCode Available | 0 |
| Robust Causal Estimation in the Large-Sample Limit without Strict Faithfulness | Apr 6, 2017 | Causal Discovery | CodeCode Available | 0 |
| Hybrid Top-Down Global Causal Discovery with Local Search for Linear and Nonlinear Additive Noise Models | May 23, 2024 | Causal Discovery | CodeCode Available | 0 |
| Nonlinear Causal Discovery via Kernel Anchor Regression | Oct 30, 2022 | Causal Discoveryregression | CodeCode Available | 0 |
| Causal Discovery from Time Series with Hybrids of Constraint-Based and Noise-Based Algorithms | Jun 14, 2023 | Causal DiscoveryTime Series | CodeCode Available | 0 |
| Causal Discovery using Model Invariance through Knockoff Interventions | Jul 8, 2022 | Causal Discoverymodel | CodeCode Available | 0 |
| Bayesian causal discovery from unknown general interventions | Dec 1, 2023 | Bayesian InferenceCausal Discovery | CodeCode Available | 0 |
| Robustness of Algorithms for Causal Structure Learning to Hyperparameter Choice | Oct 27, 2023 | Causal Discovery | CodeCode Available | 0 |
| Tangent Space Causal Inference: Leveraging Vector Fields for Causal Discovery in Dynamical Systems | Oct 30, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 0 |