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Causal Inference

3310 directly classified papers

Papers per year

Papers

Avoiding Discrimination through Causal Reasoning NIPS 2017
When Worlds Collide: Integrating Different Counterfactual Assumptions in Fairness NIPS 2017
GP CaKe: Effective brain connectivity with causal kernels NIPS 2017
Learning Causal Structures Using Regression Invariance NIPS 2017
The Neural Hawkes Process: A Neurally Self-Modulating Multivariate Point Process NIPS 2017
Permutation-based Causal Inference Algorithms with Interventions NIPS 2017
Identifying Best Interventions through Online Importance Sampling ICML 2017
Symbolic Priors for RNN-based Semantic Parsing IJCAI 2017
Causal Discovery from Nonstationary/Heterogeneous Data: Skeleton Estimation and Orientation Determination IJCAI 2017
Faithfulness of Probability Distributions and Graphs JMLR 2017
Exploiting Causality for Selective Belief Filtering in Dynamic Bayesian Networks (Extended Abstract) IJCAI 2017
A Causal Framework for Discovering and Removing Direct and Indirect Discrimination IJCAI 2017
Translating Neuralese ACL 2017
Learning Human Utility from Video Demonstrations for Deductive Planning in Robotics CORL 2017
Opinion-aware Knowledge Graph for Political Ideology Detection IJCAI 2017
Some Properties of Batch Value of Information in the Selection Problem (Extended Abstract) IJCAI 2017
Inverse Compositional Spatial Transformer Networks CVPR 2017
Learning a Ground Truth Ranking Using Noisy Approval Votes IJCAI 2017
Uncertainty Assessment and False Discovery Rate Control in High-Dimensional Granger Causal Inference ICML 2017
A Core-Guided Approach to Learning Optimal Causal Graphs IJCAI 2017
Robust Causal Estimation in the Large-Sample Limit without Strict Faithfulness AISTATS 2017
A Framework for Optimal Matching for Causal Inference AISTATS 2017
Regularized Estimation and Testing for High-Dimensional Multi-Block Vector-Autoregressive Models JMLR 2017
Marine Variable Linker: Exploring Relations between Changing Variables in Marine Science Literature EACL 2017
Schema Networks: Zero-shot Transfer with a Generative Causal Model of Intuitive Physics ICML 2017