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Causal Inference

3,333 papers

Papers per year

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28
277
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Papers

Trialstreamer: Mapping and Browsing Medical Evidence in Real-Time ACL 2020
A New Representation Learning Method for Individual Treatment Effect Estimation: Split Covariate Representation Network ACML 2020
Ivy: Instrumental Variable Synthesis for Causal Inference AISTATS 2020
Characterization of Overlap in Observational Studies AISTATS 2020
Learning Overlapping Representations for the Estimation of Individualized Treatment Effects AISTATS 2020
Causal Mosaic: Cause-Effect Inference via Nonlinear ICA and Ensemble Method AISTATS 2020
Dynamical Systems Theory for Causal Inference with Application to Synthetic Control Methods AISTATS 2020
Feature relevance quantification in explainable AI: A causal problem AISTATS 2020
Causal Bayesian Optimization AISTATS 2020
Inference of Dynamic Graph Changes for Functional Connectome AISTATS 2020
Almost-Matching-Exactly for Treatment Effect Estimation under Network Interference AISTATS 2020
Causal inference in degenerate systems: An impossibility result AISTATS 2020
Learning Sparse Nonparametric DAGs AISTATS 2020
On the Completeness of Causal Discovery in the Presence of Latent Confounding with Tiered Background Knowledge AISTATS 2020
On Learning Causal Structures from Non-Experimental Data without Any Faithfulness Assumption ALT 2020
Exploring End-to-End Differentiable Natural Logic Modeling COLING 2020
I Know What You Asked: Graph Path Learning using AMR for Commonsense Reasoning COLING 2020
Modelling Long-distance Node Relations for KBQA with Global Dynamic Graph COLING 2020
Improving Commonsense Question Answering by Graph-based Iterative Retrieval over Multiple Knowledge Sources COLING 2020
Logic-guided Semantic Representation Learning for Zero-Shot Relation Classification COLING 2020
Temporal Relations Annotation and Extrapolation Based on Semi-intervals and Boundig Relations COLING 2020
Measuring Correlation-to-Causation Exaggeration in Press Releases COLING 2020
Reasoning Requirements for Indirect Speech Act Interpretation COLING 2020
An Analysis of Dataset Overlap on Winograd-Style Tasks COLING 2020
Integrating knowledge graph embeddings to improve mention representation for bridging anaphora resolution COLING 2020