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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

Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis NAACL 2022
On Instrumental Variable Regression for Deep Offline Policy Evaluation JMLR 2022
Anticipating Performativity by Predicting from Predictions NIPS 2022
Disentangling Causal Effects from Sets of Interventions in the Presence of Unobserved Confounders NIPS 2022
Debiased, Longitudinal and Coordinated Drug Recommendation through Multi-Visit Clinic Records NIPS 2022
CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior NIPS 2022
Invariant Grounding for Video Question Answering CVPR 2022
What's the Harm? Sharp Bounds on the Fraction Negatively Affected by Treatment NIPS 2022
Do Learned Representations Respect Causal Relationships? CVPR 2022
Informativeness and Invariance: Two Perspectives on Spurious Correlations in Natural Language NAACL 2022
Causal inference with treatment measurement error: a nonparametric instrumental variable approach UAI 2022
OrphicX: A Causality-Inspired Latent Variable Model for Interpreting Graph Neural Networks CVPR 2022
Causality Inspired Representation Learning for Domain Generalization CVPR 2022
Semiparametric Inference For Causal Effects In Graphical Models With Hidden Variables JMLR 2022
Staggered Rollout Designs Enable Causal Inference Under Interference Without Network Knowledge NIPS 2022
Conceptualizing Treatment Leakage in Text-based Causal Inference NAACL 2022
Causal discovery under a confounder blanket UAI 2022
Sample Constrained Treatment Effect Estimation NIPS 2022
A Minimax Learning Approach to Off-Policy Evaluation in Confounded Partially Observable Markov Decision Processes ICML 2022
Exploiting Independent Instruments: Identification and Distribution Generalization ICML 2022
Structure Learning for Directed Trees JMLR 2022
Using Embeddings for Causal Estimation of Peer Influence in Social Networks NIPS 2022
In the Eye of the Beholder: Robust Prediction with Causal User Modeling NIPS 2022
Counterfactual Neural Temporal Point Process for Estimating Causal Influence of Misinformation on Social Media NIPS 2022
Causality Preserving Chaotic Transformation and Classification using Neurochaos Learning NIPS 2022