| 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 |
| pyhgf: A neural network library for predictive coding | Oct 11, 2024 | Causal DiscoveryMeta-Learning | CodeCode Available | 2 |
| CAnDOIT: Causal Discovery with Observational and Interventional Data from Time-Series | Oct 3, 2024 | Causal DiscoveryTime Series | 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 |
| Causal structure learning with momentum: Sampling distributions over Markov Equivalence Classes of DAGs | Oct 9, 2023 | Causal DiscoveryGraph Sampling | 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 |
| 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 |
| gCastle: A Python Toolbox for Causal Discovery | Nov 30, 2021 | Causal DiscoveryGPU | CodeCode Available | 2 |
| TimeGraph: Synthetic Benchmark Datasets for Robust Time-Series Causal Discovery | Jun 2, 2025 | Causal DiscoveryDataset Generation | CodeCode Available | 1 |
| CausalDynamics: A large-scale benchmark for structural discovery of dynamical causal models | May 22, 2025 | Causal DiscoveryGraph Reconstruction | CodeCode Available | 1 |
| Deep Koopman operator framework for causal discovery in nonlinear dynamical systems | May 20, 2025 | Causal Discovery | CodeCode Available | 1 |
| Learning Identifiable Structures Helps Avoid Bias in DNN-based Supervised Causal Learning | Feb 15, 2025 | Causal DiscoveryStructured Prediction | CodeCode Available | 1 |
| Causal Discovery via Bayesian Optimization | Jan 25, 2025 | Bayesian OptimizationCausal Discovery | CodeCode Available | 1 |
| REX: Causal Discovery based on Machine Learning and Explainability techniques | Jan 22, 2025 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| MECD+: Unlocking Event-Level Causal Graph Discovery for Video Reasoning | Jan 13, 2025 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| Exploring Multi-Modal Data with Tool-Augmented LLM Agents for Precise Causal Discovery | Dec 18, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| The Landscape of Causal Discovery Data: Grounding Causal Discovery in Real-World Applications | Dec 2, 2024 | Causal Discovery | CodeCode Available | 1 |
| MECD: Unlocking Multi-Event Causal Discovery in Video Reasoning | Sep 26, 2024 | Causal DiscoveryCausal Discovery in Video Reasoning | CodeCode Available | 1 |
| Large-Scale Targeted Cause Discovery with Data-Driven Learning | Aug 29, 2024 | Causal DiscoveryGraph Reconstruction | CodeCode Available | 1 |
| Trading with Time Series Causal Discovery: An Empirical Study | Aug 28, 2024 | Causal DiscoveryTime Series | CodeCode Available | 1 |
