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Causal Inference

3310 directly classified papers

Papers per year

Papers

A Hybrid Algorithm for Learning Causal Networks using Uncertain Experts’ Knowledge PGM 2022
The Functional LiNGAM PGM 2022
LogicNMR: Probing the Non-monotonic Reasoning Ability of Pre-trained Language Models EMNLP 2022
Syntactically Robust Training on Partially-Observed Data for Open Information Extraction EMNLP 2022
Conceptualizing Treatment Leakage in Text-based Causal Inference NAACL 2022
Original or Translated? A Causal Analysis of the Impact of Translationese on Machine Translation Performance NAACL 2022
Informativeness and Invariance: Two Perspectives on Spurious Correlations in Natural Language NAACL 2022
Policy Learning for Optimal Individualized Dose Intervals AISTATS 2022
State Dependent Performative Prediction with Stochastic Approximation AISTATS 2022
Identifiable Energy-based Representations: An Application to Estimating Heterogeneous Causal Effects AISTATS 2022
Weak Separation in Mixture Models and Implications for Principal Stratification AISTATS 2022
Minimax Kernel Machine Learning for a Class of Doubly Robust Functionals with Application to Proximal Causal Inference AISTATS 2022
Calibration Error for Heterogeneous Treatment Effects AISTATS 2022
Learning Sparse Fixed-Structure Gaussian Bayesian Networks AISTATS 2022
Inferring Rewards from Language in Context ACL 2022
Document-Level Event Argument Extraction by Leveraging Redundant Information and Closed Boundary Loss NAACL 2022
CausalQA: A Benchmark for Causal Question Answering COLING 2022
TaCube: Pre-computing Data Cubes for Answering Numerical-Reasoning Questions over Tabular Data EMNLP 2022
Incorporating Causal Analysis into Diversified and Logical Response Generation COLING 2022
Saliency as Evidence: Event Detection with Trigger Saliency Attribution ACL 2022
[CASPI] Causal-aware Safe Policy Improvement for Task-oriented Dialogue ACL 2022
Robust Hate Speech Detection via Mitigating Spurious Correlations IJCNLP 2022
Causal Distillation for Language Models NAACL 2022
Knowledge-Augmented Language Models for Cause-Effect Relation Classification ACL 2022
Testing Granger Non-Causality in Panels with Cross-Sectional Dependencies AISTATS 2022