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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

Uncovering Main Causalities for Long-tailed Information Extraction EMNLP 2021
Inferring Time-delayed Causal Relations in POMDPs from the Principle of Independence of Cause and Mechanism IJCAI 2021
Factual Consistency Evaluation for Text Summarization via Counterfactual Estimation EMNLP 2021
Learning Faithful Representations of Causal Graphs ACL 2021
Equivalent Causal Models AAAI 2021
Agent Incentives: A Causal Perspective AAAI 2021
Human Trajectory Prediction via Counterfactual Analysis ICCV 2021
Counterfactual Fairness with Disentangled Causal Effect Variational Autoencoder AAAI 2021
Operationalizing Complex Causes: A Pragmatic View of Mediation ICML 2021
Treatment Effect Estimation with Disentangled Latent Factors AAAI 2021
High-Dimensional Feature Selection for Sample Efficient Treatment Effect Estimation AISTATS 2021
Robustness to Spurious Correlations in Text Classification via Automatically Generated Counterfactuals AAAI 2021
Spatial-temporal Causal Inference for Partial Image-to-video Adaptation AAAI 2021
Instrumental Variable-based Identification for Causal Effects using Covariate Information AAAI 2021
Improving Causal Inference by Increasing Model Expressiveness AAAI 2021
Accurate and Robust Feature Importance Estimation under Distribution Shifts AAAI 2021
Estimation and Optimization of Composite Outcomes JMLR 2021
De-biasing Distantly Supervised Named Entity Recognition via Causal Intervention ACL 2021
A Proxy Variable View of Shared Confounding ICML 2021
Causal Autoregressive Flows AISTATS 2021
Causal Inference with Selectively Deconfounded Data AISTATS 2021
Counterfactual Representation Learning with Balancing Weights AISTATS 2021
Exploiting Equality Constraints in Causal Inference AISTATS 2021
How and Why to Use Experimental Data to Evaluate Methods for Observational Causal Inference ICML 2021
De-Confounded Variational Encoder-Decoder for Logical Table-to-Text Generation ACL 2021