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Causal Inference

936 papers

Papers per year

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11
91
107
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Papers

Building Causal Graphs from Medical Literature and Electronic Medical Records AAAI 2019
Counterfactual Randomization: Rescuing Experimental Studies from Obscured Confounding AAAI 2019
Abstracting Causal Models AAAI 2019
Minimum Intervention Cover of a Causal Graph AAAI 2019
Recursively Learning Causal Structures Using Regression-Based Conditional Independence Test AAAI 2019
Counting and Sampling from Markov Equivalent DAGs Using Clique Trees AAAI 2019
Distributed Representation of Words in Cause and Effect Spaces AAAI 2019
Counting and Sampling Markov Equivalent Directed Acyclic Graphs AAAI 2019
Adaptive Planning with Evidence Based Prediction for Improved Fluency in Routine Human-Robot Collaborative Tasks AAAI 2019
Counterfactual Reasoning in Observational Studies AAAI 2019
Exploiting Explicit Paths for Multi-hop Reading Comprehension ACL 2019
Combining Knowledge Hunting and Neural Language Models to Solve the Winograd Schema Challenge ACL 2019
From Brain Space to Distributional Space: The Perilous Journeys of fMRI Decoding ACL 2019
Semi-Generative Modelling: Covariate-Shift Adaptation with Cause and Effect Features AISTATS 2019
Causal Discovery in the Presence of Missing Data AISTATS 2019
Interval Estimation of Individual-Level Causal Effects Under Unobserved Confounding AISTATS 2019
Interpretable Almost-Exact Matching for Causal Inference AISTATS 2019
Learning the Structure of a Nonstationary Vector Autoregression AISTATS 2019
A Potential Outcomes Calculus for Identifying Conditional Path-Specific Effects AISTATS 2019
Domain-Size Aware Markov Logic Networks AISTATS 2019
Size of Interventional Markov Equivalence Classes in random DAG models AISTATS 2019
ABCD-Strategy: Budgeted Experimental Design for Targeted Causal Structure Discovery AISTATS 2019
On Multi-Cause Approaches to Causal Inference with Unobserved Counfounding: Two Cautionary Failure Cases and A Promising Alternative AISTATS 2019
Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented Graphs EMNLP 2019
Identifying Predictive Causal Factors from News Streams EMNLP 2019