| CausalStock: Deep End-to-end Causal Discovery for News-driven Stock Movement Prediction | Nov 10, 2024 | Causal DiscoveryPrediction | —Unverified | 0 |
| Cross-validating causal discovery via Leave-One-Variable-Out | Nov 8, 2024 | Causal DiscoveryPrediction | —Unverified | 0 |
| Discovering Latent Structural Causal Models from Spatio-Temporal Data | Nov 8, 2024 | Causal DiscoveryEpidemiology | —Unverified | 0 |
| Partial Structure Discovery is Sufficient for No-regret Learning in Causal Bandits | Nov 6, 2024 | Causal Discovery | —Unverified | 0 |
| Causal Discovery and Classification Using Lempel-Ziv Complexity | Nov 4, 2024 | Causal DiscoveryClassification | CodeCode Available | 0 |
| Causal reasoning in difference graphs | Nov 2, 2024 | Causal DiscoveryEpidemiology | —Unverified | 0 |
| Learning Mixtures of Unknown Causal Interventions | Oct 31, 2024 | Causal Discovery | —Unverified | 0 |
| QWO: Speeding Up Permutation-Based Causal Discovery in LiGAMs | Oct 30, 2024 | Causal Discovery | CodeCode Available | 0 |
| Tangent Space Causal Inference: Leveraging Vector Fields for Causal Discovery in Dynamical Systems | Oct 30, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 0 |
| LLM-initialized Differentiable Causal Discovery | Oct 28, 2024 | BenchmarkingCausal Discovery | —Unverified | 0 |
| Sample Efficient Bayesian Learning of Causal Graphs from Interventions | Oct 26, 2024 | Causal Discovery | CodeCode Available | 0 |
| Robust Time Series Causal Discovery for Agent-Based Model Validation | Oct 25, 2024 | Causal DiscoveryTime Series | —Unverified | 0 |
| LOCAL: Learning with Orientation Matrix to Infer Causal Structure from Time Series Data | Oct 25, 2024 | Causal DiscoveryComputational Efficiency | —Unverified | 0 |
| Causal Order Discovery based on Monotonic SCMs | Oct 24, 2024 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| MissNODAG: Differentiable Cyclic Causal Graph Learning from Incomplete Data | Oct 24, 2024 | Causal DiscoveryGraph Learning | CodeCode Available | 0 |
| MEC-IP: Efficient Discovery of Markov Equivalent Classes via Integer Programming | Oct 22, 2024 | Causal Discovery | —Unverified | 0 |
| LoSAM: Local Search in Additive Noise Models with Unmeasured Confounders, a Top-Down Global Discovery Approach | Oct 15, 2024 | Causal Discovery | —Unverified | 0 |
| On Divergence Measures for Training GFlowNets | Oct 12, 2024 | Causal DiscoveryDrug Discovery | —Unverified | 0 |
| Efficient Differentiable Discovery of Causal Order | Oct 11, 2024 | Causal Discovery | CodeCode Available | 0 |
| Causal Representation Learning in Temporal Data via Single-Parent Decoding | Oct 9, 2024 | Causal DiscoveryRepresentation Learning | CodeCode Available | 0 |
| A Skewness-Based Criterion for Addressing Heteroscedastic Noise in Causal Discovery | Oct 8, 2024 | Causal Discovery | —Unverified | 0 |
| Ordering-Based Causal Discovery for Linear and Nonlinear Relations | Oct 8, 2024 | Causal Discovery | CodeCode Available | 0 |
| Identifying biological perturbation targets through causal differential networks | Oct 4, 2024 | Causal Discovery | —Unverified | 0 |
| See Me and Believe Me: Causality and Intersectionality in Testimonial Injustice in Healthcare | Oct 2, 2024 | Causal Discovery | —Unverified | 0 |
| Induced Covariance for Causal Discovery in Linear Sparse Structures | Oct 2, 2024 | Causal Discovery | —Unverified | 0 |
| Causal Deciphering and Inpainting in Spatio-Temporal Dynamics via Diffusion Model | Sep 29, 2024 | Causal DiscoveryImage Inpainting | —Unverified | 0 |
| Interpretable, multi-dimensional Evaluation Framework for Causal Discovery from observational i.i.d. Data | Sep 28, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 0 |
| Detecting and Measuring Confounding Using Causal Mechanism Shifts | Sep 26, 2024 | Causal DiscoveryCausal Inference | CodeCode Available | 0 |
| Curb Your Attention: Causal Attention Gating for Robust Trajectory Prediction in Autonomous Driving | Sep 23, 2024 | Autonomous DrivingCausal Discovery | —Unverified | 0 |
| MotifDisco: Motif Causal Discovery For Time Series Motifs | Sep 23, 2024 | Anomaly DetectionCausal Discovery | —Unverified | 0 |
| Causal Discovery in Recommender Systems: Example and Discussion | Sep 16, 2024 | Causal DiscoveryRecommendation Systems | —Unverified | 0 |
| Investigating Causal Cues: Strengthening Spoofed Audio Detection with Human-Discernible Linguistic Features | Sep 9, 2024 | Causal DiscoveryDeepFake Detection | —Unverified | 0 |
| Optimizing VarLiNGAM for Scalable and Efficient Time Series Causal Discovery | Sep 9, 2024 | Causal DiscoveryGPU | —Unverified | 0 |
| Causality-Driven Reinforcement Learning for Joint Communication and Sensing | Sep 7, 2024 | Autonomous DrivingCausal Discovery | —Unverified | 0 |
| Connectivity-Inspired Network for Context-Aware Recognition | Sep 6, 2024 | Biologically-plausible TrainingCausal Discovery | CodeCode Available | 0 |
| Causal Reasoning in Software Quality Assurance: A Systematic Review | Aug 30, 2024 | ArticlesCausal Discovery | —Unverified | 0 |
| Reinforcement Learning for Causal Discovery without Acyclicity Constraints | Aug 24, 2024 | Causal DiscoveryEfficient Exploration | —Unverified | 0 |
| Enhancing Causal Discovery in Financial Networks with Piecewise Quantile Regression | Aug 22, 2024 | Causal Discoveryquantile regression | —Unverified | 0 |
| Kernel-Based Differentiable Learning of Non-Parametric Directed Acyclic Graphical Models | Aug 20, 2024 | Causal DiscoveryModel Selection | —Unverified | 0 |
| Causality-Inspired Models for Financial Time Series Forecasting | Aug 19, 2024 | Causal Discoveryfeature selection | —Unverified | 0 |
| Causal Discovery from Time-Series Data with Short-Term Invariance-Based Convolutional Neural Networks | Aug 15, 2024 | Causal DiscoveryTime Series | CodeCode Available | 0 |
| Local Causal Discovery with Background Knowledge | Aug 15, 2024 | Causal Discovery | —Unverified | 0 |
| A General Framework for Constraint-based Causal Learning | Aug 14, 2024 | Causal Discovery | —Unverified | 0 |
| Causal Graph Aided Causal Discovery in an Observational Aneurysmal Subarachnoid Hemorrhage Study | Aug 12, 2024 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Root Cause Attribution of Delivery Risks via Causal Discovery with Reinforcement Learning | Aug 11, 2024 | Causal DiscoveryDecision Making | —Unverified | 0 |
| Interventional Causal Structure Discovery over Graphical Models with Convergence and Optimality Guarantees | Aug 9, 2024 | Causal Discovery | —Unverified | 0 |
| Causal Discovery of Linear Non-Gaussian Causal Models with Unobserved Confounding | Aug 9, 2024 | Causal Discovery | CodeCode Available | 0 |
| Unsupervised Pairwise Causal Discovery on Heterogeneous Data using Mutual Information Measures | Aug 1, 2024 | Causal Discovery | CodeCode Available | 0 |
| Visual Analysis of Multi-outcome Causal Graphs | Jul 31, 2024 | Causal Discovery | CodeCode Available | 0 |
| Detecting Causality in the Frequency Domain with Cross-Mapping Coherence | Jul 30, 2024 | Causal DiscoveryTime Series | —Unverified | 0 |