| CausalBench: A Large-scale Benchmark for Network Inference from Single-cell Perturbation Data | Oct 31, 2022 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| 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 |
| How to Enhance Causal Discrimination of Utterances: A Case on Affective Reasoning | May 4, 2023 | ARCCausal Discovery | CodeCode Available | 1 |
| Variation-based Cause Effect Identification | Nov 22, 2022 | Causal Discovery | CodeCode Available | 1 |
| Do learned representations respect causal relationships? | Apr 2, 2022 | AttributeCausal Discovery | CodeCode Available | 1 |
| Stable Differentiable Causal Discovery | Nov 17, 2023 | Causal Discovery | CodeCode Available | 1 |
| Causal Discovery from Subsampled Time Series with Proxy Variables | May 9, 2023 | Causal DiscoveryCausal Identification | CodeCode Available | 1 |
| BayesDAG: Gradient-Based Posterior Inference for Causal Discovery | Jul 26, 2023 | Causal DiscoveryVariational Inference | CodeCode Available | 1 |
| Causal Discovery by Telling Apart Parents and Children | Aug 20, 2018 | Causal Discovery | —Unverified | 0 |
| Causal Discovery by Kernel Deviance Measures with Heterogeneous Transforms | Jan 31, 2024 | Causal Discovery | —Unverified | 0 |
| ASP-based Discovery of Semi-Markovian Causal Models under Weaker Assumptions | Jun 6, 2019 | Causal Discovery | —Unverified | 0 |
| Causal Discovery Using Proxy Variables | Feb 23, 2017 | Causal DiscoveryRelation | —Unverified | 0 |
| Causal Discovery and Prediction: Methods and Algorithms | Sep 18, 2023 | Active LearningCausal Discovery | —Unverified | 0 |
| A Skewness-Based Criterion for Addressing Heteroscedastic Noise in Causal Discovery | Oct 8, 2024 | Causal Discovery | —Unverified | 0 |
| Causal Discovery via Cholesky Factorization | Sep 29, 2021 | Causal Discovery | —Unverified | 0 |
| A Kernel Embedding-based Approach for Nonstationary Causal Model Inference | Sep 23, 2018 | Causal Discovery | —Unverified | 0 |
| A Single Iterative Step for Anytime Causal Discovery | Dec 14, 2020 | Causal DiscoverySelection bias | —Unverified | 0 |
| Causal Discovery under Latent Class Confounding | Nov 13, 2023 | Causal Discovery | —Unverified | 0 |
| Causal Discovery and Inference towards Urban Elements and Associated Factors | Mar 9, 2025 | Causal Discovery | —Unverified | 0 |
| Causal Discovery from Heterogeneous/Nonstationary Data with Independent Changes | Mar 5, 2019 | Causal Discovery | —Unverified | 0 |
| A Sound and Complete Algorithm for Learning Causal Models from Relational Data | Sep 26, 2013 | Causal Discovery | —Unverified | 0 |
| Causal Discovery by Interventions via Integer Programming | Dec 2, 2024 | Causal Discovery | —Unverified | 0 |
| Causal Discovery Under Local Privacy | Nov 7, 2023 | Causal Discovery | —Unverified | 0 |
| Causal Discovery by Kernel Intrinsic Invariance Measure | Sep 2, 2019 | Causal Discovery | —Unverified | 0 |
| Causal Discovery and Forecasting in Nonstationary Environments with State-Space Models | May 26, 2019 | Bayesian InferenceCausal Discovery | —Unverified | 0 |
| Causal Discovery-Driven Change Point Detection in Time Series | Jul 10, 2024 | Causal DiscoveryChange Point Detection | —Unverified | 0 |
| Causal Discovery and Counterfactual Reasoning to Optimize Persuasive Dialogue Policies | Mar 19, 2025 | Causal Discoverycounterfactual | —Unverified | 0 |
| A Roadmap Towards Improving Multi-Agent Reinforcement Learning With Causal Discovery And Inference | Mar 22, 2025 | Causal DiscoveryMulti-agent Reinforcement Learning | —Unverified | 0 |
| Causal Discovery and Counterfactual Explanations for Personalized Student Learning | Sep 18, 2023 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Agentic AI Process Observability: Discovering Behavioral Variability | May 26, 2025 | Causal Discovery | —Unverified | 0 |
| A Causal-based Framework for Multimodal Multivariate Time Series Validation Enhanced by Unsupervised Deep Learning as an Enabler for Industry 4.0 | Aug 5, 2020 | Anomaly DetectionCausal Discovery | —Unverified | 0 |
| Causal-Discovery Performance of ChatGPT in the context of Neuropathic Pain Diagnosis | Jan 24, 2023 | Causal Discovery | —Unverified | 0 |
| Causal discovery using dynamically requested knowledge | Oct 17, 2023 | ARCCausal Discovery | —Unverified | 0 |
| Causal Discovery with Continuous Additive Noise Models | Sep 26, 2013 | Causal Discoveryregression | —Unverified | 0 |
| Causal Discovery and Causal Learning for Fire Resistance Evaluation: Incorporating Domain Knowledge | Apr 11, 2022 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Are you doing better than random guessing? A call for using negative controls when evaluating causal discovery algorithms | Dec 13, 2024 | Causal Discovery | —Unverified | 0 |
| Accelerating Recursive Partition-Based Causal Structure Learning | Feb 23, 2021 | Causal DiscoveryDecision Making | —Unverified | 0 |
| A Review on Algorithms for Constraint-based Causal Discovery | Nov 12, 2016 | Causal Discovery | —Unverified | 0 |
| Causal Decision Trees | Aug 16, 2015 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| A General Framework for Constraint-based Causal Learning | Aug 14, 2024 | Causal Discovery | —Unverified | 0 |
| Causal Discovery of Flight Service Process Based on Event Sequence | Apr 28, 2021 | Causal Discovery | —Unverified | 0 |
| Causal Deciphering and Inpainting in Spatio-Temporal Dynamics via Diffusion Model | Sep 29, 2024 | Causal DiscoveryImage Inpainting | —Unverified | 0 |
| Causal-Copilot: An Autonomous Causal Analysis Agent | Apr 17, 2025 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| A Review and Roadmap of Deep Learning Causal Discovery in Different Variable Paradigms | Sep 14, 2022 | Causal Discovery | —Unverified | 0 |
| Causal Clustering for 1-Factor Measurement Models on Data with Various Types | Sep 18, 2020 | Causal DiscoveryClustering | —Unverified | 0 |
| CausalCity: Complex Simulations with Agency for Causal Discovery and Reasoning | Jun 25, 2021 | Causal Discoverycounterfactual | —Unverified | 0 |
| A probabilistic autoencoder for causal discovery | Dec 8, 2022 | Causal Discovery | —Unverified | 0 |
| Causal Discovery on Dependent Binary Data | Dec 28, 2024 | Causal DiscoveryGraph Learning | —Unverified | 0 |
| Approximate Kernel-based Conditional Independence Tests for Fast Non-Parametric Causal Discovery | Feb 13, 2017 | Causal Discovery | —Unverified | 0 |
| Causal Analysis of the TOPCAT Trial: Spironolactone for Preserved Cardiac Function Heart Failure | Nov 23, 2022 | Causal Discovery | —Unverified | 0 |
