| CausalBench: A Large-scale Benchmark for Network Inference from Single-cell Perturbation Data | Oct 31, 2022 | Causal DiscoveryCausal Inference | CodeCode Available | 1 | 5 |
| CausalChaos! Dataset for Comprehensive Causal Action Question Answering Over Longer Causal Chains Grounded in Dynamic Visual Scenes | Apr 1, 2024 | Causal DiscoveryCausal Discovery in Video Reasoning | CodeCode Available | 1 | 5 |
| Self-Compatibility: Evaluating Causal Discovery without Ground Truth | Jul 18, 2023 | Causal DiscoveryModel Selection | CodeCode Available | 1 | 5 |
| Causal Discovery via Bayesian Optimization | Jan 25, 2025 | Bayesian OptimizationCausal Discovery | CodeCode Available | 1 | 5 |
| Differentiable Causal Discovery from Interventional Data | Jul 3, 2020 | Causal Discovery | CodeCode Available | 1 | 5 |
| DiBS: Differentiable Bayesian Structure Learning | May 25, 2021 | Causal DiscoveryVariational Inference | CodeCode Available | 1 | 5 |
| Amortized Causal Discovery: Learning to Infer Causal Graphs from Time-Series Data | Jun 18, 2020 | Causal DiscoveryTime Series | CodeCode Available | 1 | 5 |
| Large-Scale Differentiable Causal Discovery of Factor Graphs | Jun 15, 2022 | Causal DiscoveryCausal Inference | CodeCode Available | 1 | 5 |
| Exact discovery is polynomial for certain sparse causal Bayesian networks | Jun 21, 2024 | Causal Discovery | CodeCode Available | 0 | 5 |
| Enabling Causal Discovery in Post-Nonlinear Models with Normalizing Flows | Jul 6, 2024 | Causal Discoverystatistical independence testing | CodeCode Available | 0 | 5 |
| Explainable Online Unsupervised Anomaly Detection for Cyber-Physical Systems via Causal Discovery from Time Series | Apr 15, 2024 | Anomaly DetectionCausal Discovery | CodeCode Available | 0 | 5 |
| Efficient Sampling and Structure Learning of Bayesian Networks | Mar 21, 2018 | Causal Discovery | CodeCode Available | 0 | 5 |
| Causal Learning via Manifold Regularization | Dec 16, 2016 | Causal Discovery | CodeCode Available | 0 | 5 |
| Embracing the black box: Heading towards foundation models for causal discovery from time series data | Feb 14, 2024 | Causal DiscoveryTime Series | CodeCode Available | 0 | 5 |
| Causal Discovery and Optimal Experimental Design for Genome-Scale Biological Network Recovery | Apr 6, 2023 | Causal DiscoveryExperimental Design | CodeCode Available | 0 | 5 |
| Causal Discovery and Knowledge Injection for Contestable Neural Networks (with Appendices) | May 19, 2022 | Causal Discovery | CodeCode Available | 0 | 5 |
| Dynamic Causal Structure Discovery and Causal Effect Estimation | Jan 11, 2025 | Causal Discovery | CodeCode Available | 0 | 5 |
| Efficient Differentiable Discovery of Causal Order | Oct 11, 2024 | Causal Discovery | CodeCode Available | 0 | 5 |
| Distinguishing Cause from Effect with Causal Velocity Models | Feb 7, 2025 | Causal Discoverycounterfactual | CodeCode Available | 0 | 5 |
| A Conceptual Model for End-to-End Causal Discovery in Knowledge Tracing | May 11, 2023 | Causal DiscoveryKnowledge Tracing | CodeCode Available | 0 | 5 |
| Causal-discovery-based root-cause analysis and its application in time-series prediction error diagnosis | Nov 11, 2024 | Causal DiscoveryPrediction | CodeCode Available | 0 | 5 |
| A Conditional Independence Test in the Presence of Discretization | Apr 26, 2024 | Causal Discovery | CodeCode Available | 0 | 5 |
| Distributional robustness of K-class estimators and the PULSE | May 7, 2020 | Causal Discoveryvalid | CodeCode Available | 0 | 5 |
| Argumentative Causal Discovery | May 18, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 0 | 5 |
| Causal Discovery and Classification Using Lempel-Ziv Complexity | Nov 4, 2024 | Causal DiscoveryClassification | CodeCode Available | 0 | 5 |
| Evaluating Temporal Observation-Based Causal Discovery Techniques Applied to Road Driver Behaviour | Jan 31, 2023 | Autonomous DrivingCausal Discovery | CodeCode Available | 0 | 5 |
| Towards Efficient Local Causal Structure Learning | Oct 3, 2019 | Causal Discovery | CodeCode Available | 0 | 5 |
| Extremely Greedy Equivalence Search | Feb 26, 2025 | Causal DiscoveryModel Selection | CodeCode Available | 0 | 5 |
| CausalLP: Learning causal relations with weighted knowledge graph link prediction | Apr 23, 2024 | Causal DiscoveryGraph Embedding | CodeCode Available | 0 | 5 |
| Discovering Causality for Efficient Cooperation in Multi-Agent Environments | Jun 20, 2023 | Causal DiscoveryMulti-agent Reinforcement Learning | CodeCode Available | 0 | 5 |
| Causal de Finetti: On the Identification of Invariant Causal Structure in Exchangeable Data | Mar 29, 2022 | Causal DiscoveryCausal Inference | CodeCode Available | 0 | 5 |
| Differentiable Multi-Target Causal Bayesian Experimental Design | Feb 21, 2023 | Causal DiscoveryExperimental Design | CodeCode Available | 0 | 5 |
| Discovering Causal Signals in Images | May 26, 2016 | Causal Discovery | CodeCode Available | 0 | 5 |
| Detecting and Measuring Confounding Using Causal Mechanism Shifts | Sep 26, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 0 | 5 |
| Density Ratio-based Causal Discovery from Bivariate Continuous-Discrete Data | May 13, 2025 | Causal Discovery | CodeCode Available | 0 | 5 |
| Dependence versus Conditional Dependence in Local Causal Discovery from Gene Expression Data | Jul 28, 2014 | Causal Discovery | CodeCode Available | 0 | 5 |
| Differentiable Causal Discovery Under Unmeasured Confounding | Oct 14, 2020 | Causal Discovery | CodeCode Available | 0 | 5 |
| Discovering contemporaneous and lagged causal relations in autocorrelated nonlinear time series datasets | Mar 7, 2020 | Causal DiscoveryTime Series | CodeCode Available | 0 | 5 |
| AcceleratedLiNGAM: Learning Causal DAGs at the speed of GPUs | Mar 6, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 0 | 5 |
| Data-driven discovery of interpretable causal relations for deep learning material laws with uncertainty propagation | May 20, 2021 | Causal DiscoveryUncertainty Quantification | CodeCode Available | 0 | 5 |
| Deep End-to-end Causal Inference | Feb 4, 2022 | Causal DiscoveryCausal Inference | CodeCode Available | 0 | 5 |
| Dagma-DCE: Interpretable, Non-Parametric Differentiable Causal Discovery | Jan 5, 2024 | Causal Discovery | CodeCode Available | 0 | 5 |
| Application of quantum computing to a linear non-Gaussian acyclic model for novel medical knowledge discovery | Oct 9, 2021 | Causal Discovery | CodeCode Available | 0 | 5 |
| Fairness and Robustness in Invariant Learning: A Case Study in Toxicity Classification | Nov 12, 2020 | BIG-bench Machine LearningCausal Discovery | CodeCode Available | 0 | 5 |
| Connectivity-Inspired Network for Context-Aware Recognition | Sep 6, 2024 | Biologically-plausible TrainingCausal Discovery | CodeCode Available | 0 | 5 |
| Conditional Independence Testing via Latent Representation Learning | Sep 4, 2022 | Causal DiscoveryRepresentation Learning | CodeCode Available | 0 | 5 |
| Towards Dynamic Causal Discovery with Rare Events: A Nonparametric Conditional Independence Test | Nov 29, 2022 | Causal Discovery | CodeCode Available | 0 | 5 |
| Constraint-based Causal Discovery for Non-Linear Structural Causal Models with Cycles and Latent Confounders | Jul 9, 2018 | Causal Discovery | CodeCode Available | 0 | 5 |
| Brain Effective Connectome based on fMRI and DTI Data: Bayesian Causal Learning and Assessment | Feb 10, 2023 | Causal Discovery | CodeCode Available | 0 | 5 |
| COKE: Causal Discovery with Chronological Order and Expert Knowledge in High Proportion of Missing Manufacturing Data | Jul 17, 2024 | Causal DiscoveryFault Diagnosis | CodeCode Available | 0 | 5 |
