{"total":24,"rows":[{"id":"2109.03795","title":"Desiderata for Representation Learning: A Causal Perspective","created":"2021-09-08","cited_by_count":76,"area":null},{"id":"2106.01939","title":"Causal Effect Inference for Structured Treatments","created":"2021-06-03","cited_by_count":39,"area":null},{"id":"2201.12919","title":"Provable Domain Generalization via Invariant-Feature Subspace Recovery","created":"2022-01-30","cited_by_count":32,"area":null},{"id":"2210.06183","title":"Transfer Learning on Heterogeneous Feature Spaces for Treatment Effects Estimation","created":"2022-10-08","cited_by_count":21,"area":null},{"id":"2303.02186","title":"Causal Deep Learning","created":"2023-03-03","cited_by_count":20,"area":null},{"id":"2109.11990","title":"Optimization-based Causal Estimation from Heterogenous Environments","created":"2021-09-24","cited_by_count":16,"area":null},{"id":"2310.12803","title":"Data Augmentations for Improved (Large) Language Model Generalization","created":"2023-10-19","cited_by_count":14,"area":null},{"id":"2208.04589","title":"Long-term Causal Effects Estimation via Latent Surrogates Representation Learning","created":"2022-08-09","cited_by_count":12,"area":null},{"id":"2406.02464","title":"Meta-Learners for Partially-Identified Treatment Effects Across Multiple Environments","created":"2024-06-04","cited_by_count":11,"area":null},{"id":"2106.09777","title":"On Invariance Penalties for Risk Minimization","created":"2021-06-17","cited_by_count":10,"area":null},{"id":"2106.11560","title":"Finding Valid Adjustments under Non-ignorability with Minimal DAG Knowledge","created":"2021-06-22","cited_by_count":10,"area":null},{"id":"2205.14692","title":"Generalization bounds and algorithms for estimating conditional average treatment effect of dosage","created":"2022-05-29","cited_by_count":9,"area":null},{"id":"2306.00198","title":"An Invariant Learning Characterization of Controlled Text Generation","created":"2023-05-31","cited_by_count":9,"area":null},{"id":"2406.09177","title":"Scalable and Flexible Causal Discovery with an Efficient Test for Adjacency","created":"2024-06-13","cited_by_count":6,"area":null},{"id":"2103.13455","title":"Matched sample selection with GANs for mitigating attribute confounding","created":"2021-03-24","cited_by_count":4,"area":null},{"id":"2406.13966","title":"Causal Inference with Latent Variables: Recent Advances and Future Prospectives","created":"2024-06-20","cited_by_count":4,"area":null},{"id":"2307.00558","title":"Conditionally Invariant Representation Learning for Disentangling Cellular Heterogeneity","created":"2023-07-02","cited_by_count":3,"area":null},{"id":"2411.16315","title":"Local Learning for Covariate Selection in Nonparametric Causal Effect Estimation with Latent Variables","created":"2024-11-25","cited_by_count":3,"area":null},{"id":"2305.11353","title":"Meta-learning for heterogeneous treatment effect estimation with closed-form solvers","created":"2023-05-19","cited_by_count":2,"area":null},{"id":"2506.11756","title":"Causal Effect Identification in Heterogeneous Environments from Higher-Order Moments","created":"2025-06-13","cited_by_count":2,"area":null},{"id":"2311.00966","title":"Invariant-Feature Subspace Recovery: A New Class of Provable Domain Generalization Algorithms","created":"2023-11-02","cited_by_count":1,"area":null},{"id":"2410.24126","title":"Multi-environment Topic Models","created":"2024-10-31","cited_by_count":1,"area":null},{"id":"2207.13865","title":"Diversity Boosted Learning for Domain Generalization with Large Number of Domains","created":"2022-07-28","cited_by_count":0,"area":null},{"id":"2411.03021","title":"Testing Generalizability in Causal Inference","created":"2024-11-05","cited_by_count":0,"area":null}],"next_cursor":null}