| Causal Discovery and Knowledge Injection for Contestable Neural Networks (with Appendices) | May 19, 2022 | Causal Discovery | CodeCode Available | 0 |
| Inferring extended summary causal graphs from observational time series | May 19, 2022 | Causal DiscoveryTime Series | —Unverified | 0 |
| Causal discovery under a confounder blanket | May 11, 2022 | Causal Discovery | CodeCode Available | 0 |
| Causal Discovery on the Effect of Antipsychotic Drugs on Delirium Patients in the ICU using Large EHR Dataset | Apr 28, 2022 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Causal Discovery and Causal Learning for Fire Resistance Evaluation: Incorporating Domain Knowledge | Apr 11, 2022 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Causal Discovery of Macroeconomic State-Space Models | Apr 5, 2022 | Causal DiscoveryState Space Models | CodeCode Available | 0 |
| Causality, Causal Discovery, and Causal Inference in Structural Engineering | Apr 4, 2022 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Do learned representations respect causal relationships? | Apr 2, 2022 | AttributeCausal Discovery | CodeCode Available | 1 |
| Sequential Recommendation with Causal Behavior Discovery | Apr 1, 2022 | Causal DiscoveryRecommendation Systems | —Unverified | 0 |
| Causal de Finetti: On the Identification of Invariant Causal Structure in Exchangeable Data | Mar 29, 2022 | Causal DiscoveryCausal Inference | CodeCode Available | 0 |
| Slangvolution: A Causal Analysis of Semantic Change and Frequency Dynamics in Slang | Mar 9, 2022 | Causal DiscoveryCausal Inference | CodeCode Available | 0 |
| Score matching enables causal discovery of nonlinear additive noise models | Mar 8, 2022 | Causal Discovery | —Unverified | 0 |
| Differentiable Causal Discovery Under Latent Interventions | Mar 4, 2022 | Causal DiscoveryVariational Inference | CodeCode Available | 1 |
| Local Constraint-Based Causal Discovery under Selection Bias | Mar 3, 2022 | Causal Discoveryscoring rule | CodeCode Available | 0 |
| Interventions, Where and How? Experimental Design for Causal Models at Scale | Mar 3, 2022 | Causal DiscoveryExperimental Design | CodeCode Available | 1 |
| Causal Domain Adaptation with Copula Entropy based Conditional Independence Test | Feb 27, 2022 | Causal DiscoveryDomain Adaptation | CodeCode Available | 0 |
| Causal discovery for observational sciences using supervised machine learning | Feb 25, 2022 | BIG-bench Machine LearningCausal Discovery | CodeCode Available | 0 |
| Investigating the effect of binning on causal discovery | Feb 23, 2022 | Causal Discovery | CodeCode Available | 0 |
| Deep End-to-end Causal Inference | Feb 4, 2022 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Sequentially learning the topological ordering of causal directed acyclic graphs with likelihood ratio scores | Feb 3, 2022 | Causal Discovery | —Unverified | 0 |
| BCDAG: An R package for Bayesian structure and Causal learning of Gaussian DAGs | Jan 28, 2022 | Causal Discovery | —Unverified | 0 |
| Optimal transport for causal discovery | Jan 23, 2022 | Causal Discovery | —Unverified | 0 |
| Ordinal Causal Discovery | Jan 19, 2022 | Causal Discovery | —Unverified | 0 |
| Reliable Causal Discovery with Improved Exact Search and Weaker Assumptions | Jan 14, 2022 | Causal Discovery | CodeCode Available | 1 |
| Causal Discovery from Sparse Time-Series Data Using Echo State Network | Jan 9, 2022 | Causal Discoveryregression | —Unverified | 0 |
| Characterization of causal ancestral graphs for time series with latent confounders | Dec 15, 2021 | Causal DiscoveryTime Series | —Unverified | 0 |
| FedDAG: Federated DAG Structure Learning | Dec 7, 2021 | Causal Discovery | CodeCode Available | 1 |
| Temporal-Spatial Causal Interpretations for Vision-Based Reinforcement Learning | Dec 6, 2021 | Causal DiscoveryDecision Making | —Unverified | 0 |
| BCD Nets: Scalable Variational Approaches for Bayesian Causal Discovery | Dec 6, 2021 | Causal DiscoveryStochastic Optimization | CodeCode Available | 1 |
| Causal Discovery with Flow-based Conditional Density Estimation | Dec 5, 2021 | Causal DiscoveryDensity Estimation | CodeCode Available | 0 |
| Identification of Partially Observed Linear Causal Models: Graphical Conditions for the Non-Gaussian and Heterogeneous Cases | Dec 1, 2021 | Causal Discovery | —Unverified | 0 |
| gCastle: A Python Toolbox for Causal Discovery | Nov 30, 2021 | Causal DiscoveryGPU | CodeCode Available | 2 |
| CCSL: A Causal Structure Learning Method from Multiple Unknown Environments | Nov 18, 2021 | Causal DiscoveryClustering | CodeCode Available | 0 |
| Causal KL: Evaluating Causal Discovery | Nov 11, 2021 | Causal DiscoveryModel Discovery | —Unverified | 0 |
| Iterative Causal Discovery in the Possible Presence of Latent Confounders and Selection Bias | Nov 7, 2021 | Causal DiscoverySelection bias | —Unverified | 0 |
| Causal Discovery in Linear Structural Causal Models with Deterministic Relations | Oct 30, 2021 | Causal DiscoveryCausal Inference | CodeCode Available | 0 |
| Cause-effect inference through spectral independence in linear dynamical systems: theoretical foundations | Oct 29, 2021 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Path Signature Area-Based Causal Discovery in Coupled Time Series | Oct 23, 2021 | Causal DiscoveryGraph structure learning | CodeCode Available | 0 |
| Slangvolution: A Causal Analysis of Semantic Change and Frequency Dynamics in Slang | Oct 16, 2021 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Scalable Causal Structure Learning: Scoping Review of Traditional and Deep Learning Algorithms and New Opportunities in Biomedicine | Oct 15, 2021 | BIG-bench Machine LearningCausal Discovery | —Unverified | 0 |
| Simultaneous Missing Value Imputation and Structure Learning with Groups | Oct 15, 2021 | Causal DiscoveryGraph Neural Network | —Unverified | 0 |
| Causal Identification with Additive Noise Models: Quantifying the Effect of Noise | Oct 15, 2021 | Causal DiscoveryCausal Identification | —Unverified | 0 |
| Variance Minimization in the Wasserstein Space for Invariant Causal Prediction | Oct 13, 2021 | Causal DiscoveryCausal Inference | CodeCode Available | 0 |
| Causal Discovery from Conditionally Stationary Time Series | Oct 12, 2021 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Learning Temporally Causal Latent Processes from General Temporal Data | Oct 11, 2021 | Causal DiscoveryRepresentation Learning | CodeCode Available | 1 |
| Application of quantum computing to a linear non-Gaussian acyclic model for novel medical knowledge discovery | Oct 9, 2021 | Causal Discovery | CodeCode Available | 0 |
| Causal Discovery via Cholesky Factorization | Sep 29, 2021 | Causal Discovery | —Unverified | 0 |
| Huber Additive Models for Non-stationary Time Series Analysis | Sep 29, 2021 | Additive modelsCausal Discovery | —Unverified | 0 |
| FCause: Flow-based Causal Discovery | Sep 29, 2021 | Causal DiscoveryMissing Values | —Unverified | 0 |
| Learning Temporally Latent Causal Processes from General Temporal Data | Sep 29, 2021 | Causal DiscoveryDisentanglement | CodeCode Available | 1 |
