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Causal Inference

3,310 papers

Papers per year

Papers

Partial Identification with Noisy Covariates: A Robust Optimization Approach CLEAR 2022
Causal Dynamics Learning for Task-Independent State Abstraction ICML 2022
IDYNO: Learning Nonparametric DAGs from Interventional Dynamic Data ICML 2022
e-CARE: a New Dataset for Exploring Explainable Causal Reasoning ACL 2022
Debiased Machine Learning without Sample-Splitting for Stable Estimators NIPS 2022
A query-optimal algorithm for finding counterfactuals ICML 2022
Testing Granger Non-Causality in Panels with Cross-Sectional Dependencies AISTATS 2022
RISE: Robust Individualized Decision Learning with Sensitive Variables NIPS 2022
Enhancing Counterfactual Classification Performance via Self-Training AAAI 2022
Causally motivated multi-shortcut identification and removal NIPS 2022
VIM: Variational Independent Modules for Video Prediction CLEAR 2022
Disentanglement via Mechanism Sparsity Regularization: A New Principle for Nonlinear ICA CLEAR 2022
Debiasing Event Understanding for Visual Commonsense Tasks ACL 2022
Generalization Bounds for Estimating Causal Effects of Continuous Treatments NIPS 2022
Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis NAACL 2022
Entropic Causal Inference: Graph Identifiability ICML 2022
Causal Discovery in Hawkes Processes by Minimum Description Length AAAI 2022
Invariant and Transportable Representations for Anti-Causal Domain Shifts NIPS 2022
Neural score matching for high-dimensional causal inference AISTATS 2022
Interpretable Knowledge Tracing: Simple and Efficient Student Modeling with Causal Relations AAAI 2022
Towards Out-of-Distribution Sequential Event Prediction: A Causal Treatment NIPS 2022
CSECU-DSG @ Causal News Corpus 2022: Fusion of RoBERTa Transformers Variants for Causal Event Classification EMNLP 2022
Online Inverse Reinforcement Learning with Learned Observation Model CORL 2022
Identifiability of Linear AMP Chain Graph Models AAAI 2022
Reinforcement Learning of Causal Variables Using Mediation Analysis AAAI 2022