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Causal Inference

936 papers

Papers per year

8
11
91
107
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Papers

Challenges of Using Text Classifiers for Causal Inference EMNLP 2018
Bridging Knowledge Gaps in Neural Entailment via Symbolic Models EMNLP 2018
Minimal I-MAP MCMC for Scalable Structure Discovery in Causal DAG Models ICML 2018
Detecting non-causal artifacts in multivariate linear regression models ICML 2018
Causal Bandits with Propagating Inference ICML 2018
Actual Causality in a Logical Setting IJCAI 2018
On the Conditional Logic of Simulation Models IJCAI 2018
A Graphical Criterion for Effect Identification in Equivalence Classes of Causal Diagrams IJCAI 2018
Scalable Probabilistic Causal Structure Discovery IJCAI 2018
Robust Synthetic Control JMLR 2018
Invariant Models for Causal Transfer Learning JMLR 2018
Markov Blanket and Markov Boundary of Multiple Variables JMLR 2018
Inducing Temporal Relations from Time Anchor Annotation NAACL 2018
Structure Learning Under Missing Data PGM 2018
Counterfactual Fairness NIPS 2017
Verb Physics: Relative Physical Knowledge of Actions and Objects ACL 2017
Learning Cost-Effective and Interpretable Treatment Regimes AISTATS 2017
A Framework for Optimal Matching for Causal Inference AISTATS 2017
Robust Causal Estimation in the Large-Sample Limit without Strict Faithfulness AISTATS 2017
Discovering Causal Signals in Images CVPR 2017
Detecting and Explaining Causes From Text For a Time Series Event EMNLP 2017
Estimating individual treatment effect: generalization bounds and algorithms ICML 2017
Reasoning about Probabilities in Unbounded First-Order Dynamical Domains IJCAI 2017
Belief Change in a Preferential Non-monotonic Framework IJCAI 2017
Cause-Effect Knowledge Acquisition and Neural Association Model for Solving A Set of Winograd Schema Problems IJCAI 2017