| How to Enhance Causal Discrimination of Utterances: A Case on Affective Reasoning | May 4, 2023 | ARCCausal Discovery | CodeCode Available | 1 |
| MECD+: Unlocking Event-Level Causal Graph Discovery for Video Reasoning | Jan 13, 2025 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| Neural Additive Vector Autoregression Models for Causal Discovery in Time Series | Oct 19, 2020 | Causal DiscoveryTime Series | CodeCode Available | 1 |
| BayesDAG: Gradient-Based Posterior Inference for Causal Discovery | Jul 26, 2023 | Causal DiscoveryVariational Inference | CodeCode Available | 1 |
| Active Bayesian Causal Inference | Jun 4, 2022 | Active LearningCausal Discovery | CodeCode Available | 1 |
| CausalTime: Realistically Generated Time-series for Benchmarking of Causal Discovery | Oct 3, 2023 | BenchmarkingCausal Discovery | CodeCode Available | 1 |
| A Scale-Invariant Sorting Criterion to Find a Causal Order in Additive Noise Models | Mar 31, 2023 | BenchmarkingCausal Discovery | CodeCode Available | 1 |
| REX: Causal Discovery based on Machine Learning and Explainability techniques | Jan 22, 2025 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| A Ladder of Causal Distances | May 5, 2020 | BenchmarkingCausal Discovery | CodeCode Available | 1 |
| Sample, estimate, aggregate: A recipe for causal discovery foundation models | Feb 2, 2024 | Causal Discovery | CodeCode Available | 1 |
| A Large Scale Search Dataset for Unbiased Learning to Rank | Jul 7, 2022 | Causal DiscoveryLanguage Modelling | CodeCode Available | 1 |
| Assumption violations in causal discovery and the robustness of score matching | Oct 20, 2023 | Causal Discovery | CodeCode Available | 1 |
| Causal Discovery with Language Models as Imperfect Experts | Jul 5, 2023 | Causal DiscoveryDecision Making | CodeCode Available | 1 |
| Causal Discovery in Semi-Stationary Time Series | Jul 10, 2024 | Causal DiscoveryTime Series | CodeCode Available | 1 |
| Autoregressive flow-based causal discovery and inference | Jul 18, 2020 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| Causal Discovery via Bayesian Optimization | Jan 25, 2025 | Bayesian OptimizationCausal Discovery | CodeCode Available | 1 |
| Causal Discovery via Conditional Independence Testing with Proxy Variables | May 9, 2023 | Causal DiscoveryCausal Identification | CodeCode Available | 1 |
| Causal Discovery in Heterogeneous Environments Under the Sparse Mechanism Shift Hypothesis | Jun 4, 2022 | Causal Discovery | CodeCode Available | 1 |
| A Meta-Reinforcement Learning Algorithm for Causal Discovery | Jul 18, 2022 | Causal DiscoveryMeta Reinforcement Learning | CodeCode Available | 1 |
| BaCaDI: Bayesian Causal Discovery with Unknown Interventions | Jun 3, 2022 | Causal DiscoveryVariational Inference | CodeCode Available | 1 |
| Causal Discovery in Knowledge Graphs by Exploiting Asymmetric Properties of Non-Gaussian Distributions | Jun 2, 2021 | Causal DiscoveryKnowledge Graphs | CodeCode Available | 1 |
| Amortized Causal Discovery: Learning to Infer Causal Graphs from Time-Series Data | Jun 18, 2020 | Causal DiscoveryTime Series | CodeCode Available | 1 |
| Amortized Inference for Causal Structure Learning | May 25, 2022 | Causal DiscoveryInductive Bias | 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 |
| Causal Autoregressive Flows | Nov 4, 2020 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| 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 |
