| Hillclimb-Causal Inference: A Data-Driven Approach to Identify Causal Pathways Among Parental Behaviors, Genetic Risk, and Externalizing Behaviors in Children | May 10, 2025 | Causal DiscoveryCausal Inference | CodeCode Available | 0 |
| dcFCI: Robust Causal Discovery Under Latent Confounding, Unfaithfulness, and Mixed Data | May 10, 2025 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Local Markov Equivalence and Local Causal Discovery for Identifying Controlled Direct Effects | May 5, 2025 | Causal Discovery | —Unverified | 0 |
| Learning Local Causal World Models with State Space Models and Attention | May 4, 2025 | Causal DiscoveryState Space Models | —Unverified | 0 |
| D3HRL: A Distributed Hierarchical Reinforcement Learning Approach Based on Causal Discovery and Spurious Correlation Detection | May 4, 2025 | Causal DiscoveryDecision Making | —Unverified | 0 |
| Characterization and Learning of Causal Graphs from Hard Interventions | May 2, 2025 | Causal Discovery | —Unverified | 0 |
| Conditional independence testing with a single realization of a multivariate nonstationary nonlinear time series | Apr 30, 2025 | Causal DiscoveryTime Series | —Unverified | 0 |
| Multi-Domain Causal Discovery in Bijective Causal Models | Apr 30, 2025 | Causal Discovery | —Unverified | 0 |
| Causal-Copilot: An Autonomous Causal Analysis Agent | Apr 17, 2025 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Meta-Dependence in Conditional Independence Testing | Apr 17, 2025 | Causal Discovery | —Unverified | 0 |
| Can LLMs Leverage Observational Data? Towards Data-Driven Causal Discovery with LLMs | Apr 15, 2025 | Causal Discovery | —Unverified | 0 |
| Generative Framework for Personalized Persuasion: Inferring Causal, Counterfactual, and Latent Knowledge | Apr 8, 2025 | Causal Discoverycounterfactual | CodeCode Available | 0 |
| From Observation to Orientation: an Adaptive Integer Programming Approach to Intervention Design | Apr 4, 2025 | Causal Discovery | —Unverified | 0 |
| Constraint-based causal discovery with tiered background knowledge and latent variables in single or overlapping datasets | Mar 27, 2025 | Causal DiscoveryInformativeness | —Unverified | 0 |
| A Causal Perspective of Stock Prediction Models | Mar 26, 2025 | Causal DiscoveryDomain Generalization | —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 |
| Fairness-Driven LLM-based Causal Discovery with Active Learning and Dynamic Scoring | Mar 21, 2025 | Active LearningCausal Discovery | —Unverified | 0 |
| Unitless Unrestricted Markov-Consistent SCM Generation: Better Benchmark Datasets for Causal Discovery | Mar 21, 2025 | Causal Discovery | —Unverified | 0 |
| CausalRivers -- Scaling up benchmarking of causal discovery for real-world time-series | Mar 21, 2025 | Anomaly DetectionBenchmarking | —Unverified | 0 |
| Causal Discovery and Counterfactual Reasoning to Optimize Persuasive Dialogue Policies | Mar 19, 2025 | Causal Discoverycounterfactual | —Unverified | 0 |
| An extensive simulation study evaluating the interaction of resampling techniques across multiple causal discovery contexts | Mar 19, 2025 | Causal Discovery | —Unverified | 0 |
| Causal Discovery from Data Assisted by Large Language Models | Mar 18, 2025 | Causal Discovery | —Unverified | 0 |
| Heterogeneous Causal Discovery of Repeated Undesirable Health Outcomes | Mar 14, 2025 | Causal Discovery | —Unverified | 0 |
| Addressing pitfalls in implicit unobserved confounding synthesis using explicit block hierarchical ancestral sampling | Mar 12, 2025 | Causal Discoveryvalid | —Unverified | 0 |
| An Asymmetric Independence Model for Causal Discovery on Path Spaces | Mar 12, 2025 | Causal Discovery | —Unverified | 0 |
