| 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 |
| Stable Differentiable Causal Discovery | Nov 17, 2023 | Causal Discovery | CodeCode Available | 1 | 5 |
| CausalDynamics: A large-scale benchmark for structural discovery of dynamical causal models | May 22, 2025 | Causal DiscoveryGraph Reconstruction | CodeCode Available | 1 | 5 |
| A Meta-Reinforcement Learning Algorithm for Causal Discovery | Jul 18, 2022 | Causal DiscoveryMeta Reinforcement Learning | CodeCode Available | 1 | 5 |
| Diffusion Models for Causal Discovery via Topological Ordering | Oct 12, 2022 | Causal Discovery | CodeCode Available | 1 | 5 |
| Discovering Dynamic Causal Space for DAG Structure Learning | Jun 5, 2023 | Causal DiscoveryCombinatorial Optimization | CodeCode Available | 1 | 5 |
| Discovering Mixtures of Structural Causal Models from Time Series Data | Oct 10, 2023 | Causal DiscoveryTime Series | CodeCode Available | 1 | 5 |
| Federated Causal Discovery From Interventions | Nov 7, 2022 | Causal DiscoveryFederated Learning | CodeCode Available | 0 | 5 |
| Extremely Greedy Equivalence Search | Feb 26, 2025 | Causal DiscoveryModel Selection | 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 |
| 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 |
| Causal Learning via Manifold Regularization | Dec 16, 2016 | Causal Discovery | CodeCode Available | 0 | 5 |
| Exact discovery is polynomial for certain sparse causal Bayesian networks | Jun 21, 2024 | Causal Discovery | 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 |
| Enabling Causal Discovery in Post-Nonlinear Models with Normalizing Flows | Jul 6, 2024 | Causal Discoverystatistical independence testing | CodeCode Available | 0 | 5 |
| Efficient Sampling and Structure Learning of Bayesian Networks | Mar 21, 2018 | 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 |
| Efficient Differentiable Discovery of Causal Order | Oct 11, 2024 | Causal Discovery | 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 |
| A Conceptual Model for End-to-End Causal Discovery in Knowledge Tracing | May 11, 2023 | Causal DiscoveryKnowledge Tracing | CodeCode Available | 0 | 5 |
| Towards Efficient Local Causal Structure Learning | Oct 3, 2019 | Causal Discovery | CodeCode Available | 0 | 5 |
| Argumentative Causal Discovery | May 18, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 0 | 5 |
| 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 | 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 |
| Flow-based Perturbation for Cause-effect Inference | Oct 17, 2022 | Causal DiscoveryCausal Identification | CodeCode Available | 0 | 5 |
| Distinguishing Cause from Effect with Causal Velocity Models | Feb 7, 2025 | Causal Discoverycounterfactual | CodeCode Available | 0 | 5 |
| CausalLP: Learning causal relations with weighted knowledge graph link prediction | Apr 23, 2024 | Causal DiscoveryGraph Embedding | CodeCode Available | 0 | 5 |
| Distributional robustness of K-class estimators and the PULSE | May 7, 2020 | Causal Discoveryvalid | 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 Causality for Efficient Cooperation in Multi-Agent Environments | Jun 20, 2023 | Causal DiscoveryMulti-agent Reinforcement Learning | CodeCode Available | 0 | 5 |
| Differentiable Causal Discovery Under Unmeasured Confounding | Oct 14, 2020 | Causal Discovery | 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 |
| AcceleratedLiNGAM: Learning Causal DAGs at the speed of GPUs | Mar 6, 2024 | Causal DiscoveryCausal Inference | 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 |
| 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 |
| 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 |
| Density Ratio-based Causal Discovery from Bivariate Continuous-Discrete Data | May 13, 2025 | Causal Discovery | CodeCode Available | 0 | 5 |
| Dynamic Causal Structure Discovery and Causal Effect Estimation | Jan 11, 2025 | Causal Discovery | CodeCode Available | 0 | 5 |
| Missing Data Imputation Based on Dynamically Adaptable Structural Equation Modeling with Self-Attention | Aug 23, 2023 | Causal DiscoveryComputational Efficiency | CodeCode Available | 0 | 5 |
| Coordinated Multi-Neighborhood Learning on a Directed Acyclic Graph | May 24, 2024 | Causal Discovery | 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 |
| Connectivity-Inspired Network for Context-Aware Recognition | Sep 6, 2024 | Biologically-plausible TrainingCausal 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 |
| Bootstrap aggregation and confidence measures to improve time series causal discovery | Jun 15, 2023 | Causal DiscoveryTime Series | CodeCode Available | 0 | 5 |
