| pgmpy: A Python Toolkit for Bayesian Networks | Apr 17, 2023 | Causal DiscoveryCausal Identification | CodeCode Available | 4 |
| Causal-learn: Causal Discovery in Python | Jul 31, 2023 | Causal Discovery | CodeCode Available | 3 |
| A Survey on Causal Discovery Methods for I.I.D. and Time Series Data | Mar 27, 2023 | Causal DiscoveryTime Series | CodeCode Available | 3 |
| DoWhy: Addressing Challenges in Expressing and Validating Causal Assumptions | Aug 27, 2021 | Causal Discovery | CodeCode Available | 3 |
| Causal structure learning with momentum: Sampling distributions over Markov Equivalence Classes of DAGs | Oct 9, 2023 | Causal DiscoveryGraph Sampling | CodeCode Available | 2 |
| CAnDOIT: Causal Discovery with Observational and Interventional Data from Time-Series | Oct 3, 2024 | Causal DiscoveryTime Series | CodeCode Available | 2 |
| PyRCA: A Library for Metric-based Root Cause Analysis | Jun 20, 2023 | Causal Discoverygraph construction | CodeCode Available | 2 |
| Causal Reasoning and Large Language Models: Opening a New Frontier for Causality | Apr 28, 2023 | Causal DiscoveryCommon Sense Reasoning | CodeCode Available | 2 |
| pyhgf: A neural network library for predictive coding | Oct 11, 2024 | Causal DiscoveryMeta-Learning | CodeCode Available | 2 |
| Salesforce CausalAI Library: A Fast and Scalable Framework for Causal Analysis of Time Series and Tabular Data | Jan 25, 2023 | Causal DiscoveryCausal Inference | CodeCode Available | 2 |
| CausalFormer: An Interpretable Transformer for Temporal Causal Discovery | Jun 24, 2024 | Causal DiscoveryTime Series | CodeCode Available | 2 |
| Causal Evaluation of Language Models | May 1, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 2 |
| gCastle: A Python Toolbox for Causal Discovery | Nov 30, 2021 | Causal DiscoveryGPU | CodeCode Available | 2 |
| BusyBot: Learning to Interact, Reason, and Plan in a BusyBoard Environment | Jul 17, 2022 | Causal DiscoveryRobot Manipulation | CodeCode Available | 1 |
| Causal Autoregressive Flows | Nov 4, 2020 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| Boosting Differentiable Causal Discovery via Adaptive Sample Reweighting | Mar 6, 2023 | Bilevel OptimizationCausal Discovery | CodeCode Available | 1 |
| BISCUIT: Causal Representation Learning from Binary Interactions | Jun 16, 2023 | Causal DiscoveryCausal Identification | CodeCode Available | 1 |
| Boosting Synthetic Data Generation with Effective Nonlinear Causal Discovery | Jan 18, 2023 | Causal Discoverysoftware testing | CodeCode Available | 1 |
| CausalBench: A Large-scale Benchmark for Network Inference from Single-cell Perturbation Data | Oct 31, 2022 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| BaCaDI: Bayesian Causal Discovery with Unknown Interventions | Jun 3, 2022 | Causal DiscoveryVariational Inference | CodeCode Available | 1 |
| Autoregressive flow-based causal discovery and inference | Jul 18, 2020 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| BayesDAG: Gradient-Based Posterior Inference for Causal Discovery | Jul 26, 2023 | Causal DiscoveryVariational Inference | CodeCode Available | 1 |
| Adjustment Identification Distance: A gadjid for Causal Structure Learning | Feb 13, 2024 | Causal Discovery | CodeCode Available | 1 |
| A Ladder of Causal Distances | May 5, 2020 | BenchmarkingCausal Discovery | CodeCode Available | 1 |
| Assumption violations in causal discovery and the robustness of score matching | Oct 20, 2023 | Causal Discovery | CodeCode Available | 1 |
