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causal effect

107 papers

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Co-occurring keywords

causal inference (1630) graphical model (864) instrumental variable (75) causal identification (37) structural causal model (184) causal graph (140) directed acyclic graph (245) causal effect estimation (69) causal discovery (460) latent variable (541)

Papers

Differentiable Causal Backdoor Discovery AISTATS 2020
Neural Network Attributions: A Causal Perspective ICML 2019
Interpretable Almost Matching Exactly With Instrumental Variables UAI 2019
Imitating Latent Policies from Observation ICML 2019
Identification of Conditional Causal Effects under Markov Equivalence NIPS 2019
Identifying Causal Effects via Context-specific Independence Relations NIPS 2019
Causal Calculus in the Presence of Cycles, Latent Confounders and Selection Bias UAI 2019
Adjustment Criteria for Generalizing Experimental Findings ICML 2019
Learning Models from Data with Measurement Error: Tackling Underreporting ICML 2019
On Causal Identification under Markov Equivalence IJCAI 2019
Identification of Causal Effects in the Presence of Selection Bias AAAI 2019
Counting and Sampling Markov Equivalent Directed Acyclic Graphs AAAI 2019
Deep Generalized Method of Moments for Instrumental Variable Analysis NIPS 2019
Minimum Intervention Cover of a Causal Graph AAAI 2019
Causal Identification under Markov Equivalence: Completeness Results ICML 2019
Consistent Estimation given Missing Data PGM 2018
Identification and Estimation of Causal Effects from Dependent Data NIPS 2018
Intervals of Causal Effects for Learning Causal Graphical Models PGM 2018
Enhancing Identification of Causal Effects by Pruning JMLR 2018
Robust Causal Estimation in the Large-Sample Limit without Strict Faithfulness AISTATS 2017
Simplifying Probabilistic Expressions in Causal Inference JMLR 2017
Transfer Learning in Multi-Armed Bandits: A Causal Approach IJCAI 2017
A Causal Framework for Discovering and Removing Direct and Indirect Discrimination IJCAI 2017
On Searching for Generalized Instrumental Variables AISTATS 2016
Control Function Instrumental Variable Estimation of Nonlinear Causal Effect Models JMLR 2016