| A Constraint-Based Algorithm For Causal Discovery with Cycles, Latent Variables and Selection Bias | May 5, 2018 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| Causal Discovery from Subsampled Time Series with Proxy Variables | May 9, 2023 | Causal DiscoveryCausal Identification | CodeCode Available | 1 |
| BCD Nets: Scalable Variational Approaches for Bayesian Causal Discovery | Dec 6, 2021 | Causal DiscoveryStochastic Optimization | CodeCode Available | 1 |
| Neural graphical modelling in continuous-time: consistency guarantees and algorithms | May 6, 2021 | Causal DiscoveryGraph Learning | CodeCode Available | 1 |
| copent: Estimating Copula Entropy and Transfer Entropy in R | May 27, 2020 | BIG-bench Machine LearningCausal Discovery | CodeCode Available | 1 |
| Beware of the Simulated DAG! Causal Discovery Benchmarks May Be Easy To Game | Feb 26, 2021 | Causal Discovery | CodeCode Available | 1 |
| BISCUIT: Causal Representation Learning from Binary Interactions | Jun 16, 2023 | Causal DiscoveryCausal Identification | CodeCode Available | 1 |
| DAGMA: Learning DAGs via M-matrices and a Log-Determinant Acyclicity Characterization | Sep 16, 2022 | Causal Discovery | CodeCode Available | 1 |
| DAGs with NO TEARS: Continuous Optimization for Structure Learning | Mar 4, 2018 | Causal Discovery | CodeCode Available | 1 |
| Boosting Differentiable Causal Discovery via Adaptive Sample Reweighting | Mar 6, 2023 | Bilevel OptimizationCausal Discovery | CodeCode Available | 1 |
| Deep Koopman operator framework for causal discovery in nonlinear dynamical systems | May 20, 2025 | Causal Discovery | CodeCode Available | 1 |
| Causal Discovery in Physical Systems from Videos | Jul 1, 2020 | Causal Discoverycounterfactual | CodeCode Available | 1 |
| Diffusion Models for Causal Discovery via Topological Ordering | Oct 12, 2022 | Causal Discovery | CodeCode Available | 1 |
| CausalDynamics: A large-scale benchmark for structural discovery of dynamical causal models | May 22, 2025 | Causal DiscoveryGraph Reconstruction | CodeCode Available | 1 |
| Do learned representations respect causal relationships? | Apr 2, 2022 | AttributeCausal Discovery | CodeCode Available | 1 |
| BusyBot: Learning to Interact, Reason, and Plan in a BusyBoard Environment | Jul 17, 2022 | Causal DiscoveryRobot Manipulation | CodeCode Available | 1 |
| CIPCaD-Bench: Continuous Industrial Process datasets for benchmarking Causal Discovery methods | Aug 2, 2022 | BenchmarkingCausal Discovery | CodeCode Available | 1 |
| Estimating Transfer Entropy via Copula Entropy | Oct 10, 2019 | 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 |
| Causal Representation Learning for Instantaneous and Temporal Effects in Interactive Systems | Jun 13, 2022 | Causal DiscoveryRepresentation Learning | CodeCode Available | 1 |
| Interventions, Where and How? Experimental Design for Causal Models at Scale | Mar 3, 2022 | Causal DiscoveryExperimental Design | CodeCode Available | 1 |
| Large Language Models for Constrained-Based Causal Discovery | Jun 11, 2024 | Causal DiscoveryGraph Generation | CodeCode Available | 1 |
| Large-Scale Differentiable Causal Discovery of Factor Graphs | Jun 15, 2022 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| Learning Neural Causal Models with Active Interventions | Sep 6, 2021 | Causal Discovery | CodeCode Available | 1 |
| causalAssembly: Generating Realistic Production Data for Benchmarking Causal Discovery | Jun 19, 2023 | BenchmarkingCausal Discovery | CodeCode Available | 1 |
