{"total":27,"rows":[{"id":"2303.10112","title":"Causal Discovery from Temporal Data: An Overview and New Perspectives","created":"2023-03-17","cited_by_count":43,"area":null},{"id":"2305.13341","title":"Discovering Causal Relations and Equations from Data","created":"2023-05-21","cited_by_count":36,"area":null},{"id":"2412.01953","title":"The Landscape of Causal Discovery Data: Grounding Causal Discovery in Real-World Applications","created":"2024-12-02","cited_by_count":18,"area":null},{"id":"2307.15678","title":"Case Studies of Causal Discovery from IT Monitoring Time Series","created":"2023-07-28","cited_by_count":14,"area":null},{"id":"2110.06257","title":"Causal Discovery from Conditionally Stationary Time Series","created":"2021-10-12","cited_by_count":12,"area":null},{"id":"2310.06312","title":"Discovering Mixtures of Structural Causal Models from Time Series Data","created":"2023-10-10","cited_by_count":10,"area":null},{"id":"2305.15925","title":"On the Identifiability of Switching Dynamical Systems","created":"2023-05-25","cited_by_count":9,"area":null},{"id":"2306.08765","title":"Causal Discovery from Time Series with Hybrids of Constraint-Based and Noise-Based Algorithms","created":"2023-06-14","cited_by_count":8,"area":null},{"id":"2501.10235","title":"SpaceTime: Causal Discovery from Non-Stationary Time Series","created":"2025-01-17","cited_by_count":6,"area":null},{"id":"2506.17065","title":"Flow based approach for Dynamic Temporal Causal models with non-Gaussian or Heteroscedastic Noises","created":"2025-06-20","cited_by_count":3,"area":null},{"id":"2511.17505","title":"Causal Intervention Sequence Analysis for Fault Tracking in Radio Access Networks","created":"2025-10-02","cited_by_count":3,"area":null},{"id":"2311.01412","title":"Causal Temporal Regime Structure Learning","created":"2023-11-02","cited_by_count":2,"area":null},{"id":"2407.07290","title":"Causal Discovery-Driven Change Point Detection in Time Series","created":"2024-07-10","cited_by_count":2,"area":null},{"id":"2602.22532","title":"Coarse-to-Fine Learning of Dynamic Causal Structures","created":"2026-02-26","cited_by_count":2,"area":null},{"id":"2406.17698","title":"Identifying Nonstationary Causal Structures with High-Order Markov Switching Models","created":"2024-06-25","cited_by_count":1,"area":null},{"id":"2505.20697","title":"Generating Hypotheses of Dynamic Causal Graphs in Neuroscience: Leveraging Generative Factor Models of Observed Time Series","created":"2025-05-27","cited_by_count":1,"area":null},{"id":"2601.05647","title":"Transformer Is Inherently a Causal Learner","created":"2026-01-09","cited_by_count":1,"area":null},{"id":"2605.06315","title":"End-to-End Identifiable and Consistent Recurrent Switching Dynamical Systems","created":"2026-05-07","cited_by_count":1,"area":null},{"id":"2606.02231","title":"Identifiable Markov Switching Models with Instantaneous Effects and Exponential Families","created":"2026-06-01","cited_by_count":1,"area":null},{"id":"2412.11800","title":"Scalable Temporal Anomaly Causality Discovery in Large Systems: Achieving Computational Efficiency with Binary Anomaly Flag Data","created":"2024-12-16","cited_by_count":0,"area":null},{"id":"2601.13365","title":"CausationEntropy: Pythonic Optimal Causation Entropy","created":"2026-01-19","cited_by_count":0,"area":null},{"id":"2605.20580","title":"Deep Learning Surrogates for Emulating Stochastic Climate Tipping Dynamics","created":"2026-05-20","cited_by_count":0,"area":null},{"id":"2605.30363","title":"Enhancing Regime Shift Detection Using Unstructured Data: A Study on the Treasury Market","created":"2026-05-17","cited_by_count":0,"area":null},{"id":"2605.31443","title":"Modeling Covariate Transition for Efficient Estimation of Longitudinal Treatment Effects in Randomized Experiments","created":"2026-05-29","cited_by_count":0,"area":null},{"id":"2608.20285","title":"Dynamic Structural Causal Modeling for Sleep","created":"2026-08-20","cited_by_count":0,"area":null},{"id":"2609.05150","title":"Beyond Stationarity in Time Series: Discovering Causal Structures and Latent Regimes via Markov Blankets","created":"2026-09-04","cited_by_count":0,"area":null},{"id":"2609.23516","title":"ITSY: Causal Discovery From Irregular Time-Series Data","created":"2026-09-20","cited_by_count":0,"area":null}],"next_cursor":null}