{"total":29,"rows":[{"id":"2106.02997","title":"Causal Abstractions of Neural Networks","created":"2021-06-06","cited_by_count":422,"area":null},{"id":"2102.11107","title":"Towards Causal Representation Learning","created":"2021-02-22","cited_by_count":209,"area":null},{"id":"2202.03169","title":"CITRIS: Causal Identifiability from Temporal Intervened Sequences","created":"2022-02-07","cited_by_count":133,"area":null},{"id":"2112.00826","title":"Inducing Causal Structure for Interpretable Neural Networks","created":"2021-12-01","cited_by_count":110,"area":null},{"id":"2306.00542","title":"Nonparametric Identifiability of Causal Representations from Unknown Interventions","created":"2023-06-01","cited_by_count":106,"area":null},{"id":"2204.00607","title":"From Statistical to Causal Learning","created":"2022-04-01","cited_by_count":40,"area":null},{"id":"2202.12263","title":"Causal Effect Identification in Cluster DAGs","created":"2022-02-22","cited_by_count":36,"area":null},{"id":"2202.01300","title":"Causal Inference Through the Structural Causal Marginal Problem","created":"2022-02-02","cited_by_count":23,"area":null},{"id":"2206.06417","title":"Image-based Treatment Effect Heterogeneity","created":"2022-06-13","cited_by_count":20,"area":null},{"id":"2201.06981","title":"On the Equivalence of Causal Models: A Category-Theoretic Approach","created":"2022-01-18","cited_by_count":13,"area":null},{"id":"2406.13371","title":"Identifiable Causal Representation Learning: Unsupervised, Multi-View, and Multi-Environment","created":"2024-06-19","cited_by_count":12,"area":null},{"id":"2206.13973","title":"Towards a Grounded Theory of Causation for Embodied AI","created":"2022-06-28","cited_by_count":9,"area":null},{"id":"2407.07934","title":"Identifying Macro Conditional Independencies and Macro Total Effects in Summary Causal Graphs with Latent Confounding","created":"2024-07-10","cited_by_count":9,"area":null},{"id":"2301.12985","title":"Integrating Earth Observation Data into Causal Inference: Challenges and Opportunities","created":"2023-01-30","cited_by_count":8,"area":null},{"id":"2304.11625","title":"Meaningful Causal Aggregation and Paradoxical Confounding","created":"2023-04-23","cited_by_count":5,"area":null},{"id":"2506.05120","title":"Nonlinear Causal Discovery for Grouped Data","created":"2025-06-05","cited_by_count":5,"area":null},{"id":"2511.01396","title":"Relaxing partition admissibility in Cluster-DAGs: a causal calculus with arbitrary variable clustering","created":"2025-11-03","cited_by_count":5,"area":null},{"id":"2111.14724","title":"Encoding Causal Macrovariables","created":"2021-11-29","cited_by_count":4,"area":null},{"id":"2206.06410","title":"Estimating Causal Effects Under Image Confounding Bias with an Application to Poverty in Africa","created":"2022-06-13","cited_by_count":4,"area":null},{"id":"2410.00535","title":"The Causal Information Bottleneck and Optimal Causal Variable Abstractions","created":"2024-10-01","cited_by_count":4,"area":null},{"id":"2601.10531","title":"Coarsening Causal DAG Models","created":"2026-01-15","cited_by_count":4,"area":null},{"id":"2312.16815","title":"Emergence and Causality in Complex Systems: A Survey on Causal Emergence and Related Quantitative Studies","created":"2023-12-28","cited_by_count":3,"area":null},{"id":"2411.01292","title":"Causal reasoning in difference graphs","created":"2024-11-02","cited_by_count":2,"area":null},{"id":"2504.14937","title":"Causal DAG Summarization (Full Version)","created":"2025-04-21","cited_by_count":2,"area":null},{"id":"2310.08377","title":"Do Not Marginalize Mechanisms, Rather Consolidate!","created":"2023-10-12","cited_by_count":1,"area":null},{"id":"2606.19594","title":"Unsupervised Causal Abstractions Discovery","created":"2026-06-17","cited_by_count":1,"area":null},{"id":"2608.22212","title":"Joint Causal Structure and Cluster Discovery Using Variational Inference","created":"2026-08-23","cited_by_count":1,"area":null},{"id":"2503.12784","title":"Causal Feature Learning in the Social Sciences","created":"2025-03-17","cited_by_count":0,"area":null},{"id":"2607.00267","title":"Validating Causal Abstraction Metrics on Simulated Complex Systems","created":"2026-06-30","cited_by_count":0,"area":null}],"next_cursor":null}