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causal inference

1619 papers

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Also known as

ITE IDA SCM CI CATE

Co-occurring keywords

causal discovery (459) structural causal model (182) treatment effect (134) graphical model (863) counterfactual reasoning (224) representation learning (6174) observational datum (109) domain generalization (1517) causal effect (107) causal graph (137)

Papers

Dynamic Inter-treatment Information Sharing for Individualized Treatment Effects Estimation AISTATS 2024
What Hides behind Unfairness? Exploring Dynamics Fairness in Reinforcement Learning IJCAI 2024
End-To-End Causal Effect Estimation from Unstructured Natural Language Data NIPS 2024
Causal Modeling with Stationary Diffusions AISTATS 2024
In Pursuit of Causal Label Correlations for Multi-label Image Recognition NIPS 2024
Mapping Long-term Causalities in Psychiatric Symptomatology and Life Events from Social Media NAACL 2024
HTCCN: Temporal Causal Convolutional Networks with Hawkes Process for Extrapolation Reasoning in Temporal Knowledge Graphs NAACL 2024
Learning Linear Causal Representations from General Environments: Identifiability and Intrinsic Ambiguity NIPS 2024
Mind the Gap: A Causal Perspective on Bias Amplification in Prediction & Decision-Making NIPS 2024
Data-faithful Feature Attribution: Mitigating Unobservable Confounders via Instrumental Variables NIPS 2024
On the Role of Information Structure in Reinforcement Learning for Partially-Observable Sequential Teams and Games NIPS 2024
CASA: Causality-driven Argument Sufficiency Assessment NAACL 2024
Benchmarking Estimators for Natural Experiments: A Novel Dataset and a Doubly Robust Algorithm NIPS 2024
Hierarchical and Density-based Causal Clustering NIPS 2024
Causal Contrastive Learning for Counterfactual Regression Over Time NIPS 2024
Principles from Clinical Research for NLP Model Generalization NAACL 2024
Policy Learning for Localized Interventions from Observational Data AISTATS 2024
Learning Discrete Concepts in Latent Hierarchical Models NIPS 2024
Aligning as Debiasing: Causality-Aware Alignment via Reinforcement Learning with Interventional Feedback NAACL 2024
RT-LA-VocE: Real-Time Low-SNR Audio-Visual Speech Enhancement INTERSPEECH 2024
Reward-Relevance-Filtered Linear Offline Reinforcement Learning AISTATS 2024
Causal Temporal Representation Learning with Nonstationary Sparse Transition NIPS 2024
Positivity-free Policy Learning with Observational Data AISTATS 2024
A Rationale-centric Counterfactual Data Augmentation Method for Cross-Document Event Coreference Resolution NAACL 2024
Distilling Causal Effect of Data in Continual Few-shot Relation Learning COLING 2024