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Causal Inference

936 papers

Papers per year

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11
91
107
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Papers

Causal Discovery with General Non-Linear Relationships using Non-Linear ICA UAI 2019
Beyond Structural Causal Models: Causal Constraints Models UAI 2019
Approximate Causal Abstractions UAI 2019
Finding Minimal d-separators in Linear Time and Applications UAI 2019
Intervening on Network Ties UAI 2019
Causal Inference Under Interference And Network Uncertainty UAI 2019
On Open-Universe Causal Reasoning UAI 2019
Identification and Estimation of Causal Effects from Dependent Data NIPS 2018
Causal Inference and Mechanism Clustering of A Mixture of Additive Noise Models NIPS 2018
Domain Adaptation by Using Causal Inference to Predict Invariant Conditional Distributions NIPS 2018
Confounding-Robust Policy Improvement NIPS 2018
Removing Hidden Confounding by Experimental Grounding NIPS 2018
Multi-domain Causal Structure Learning in Linear Systems NIPS 2018
Causal Inference via Kernel Deviance Measures NIPS 2018
Causal Discovery from Discrete Data using Hidden Compact Representation NIPS 2018
Computationally and statistically efficient learning of causal Bayes nets using path queries NIPS 2018
Structural Causal Bandits: Where to Intervene? NIPS 2018
Direct Estimation of Differences in Causal Graphs NIPS 2018
What Action Causes This? Towards Naive Physical Action-Effect Prediction ACL 2018
Cause-Effect Inference by Comparing Regression Errors AISTATS 2018
Learning linear structural equation models in polynomial time and sample complexity AISTATS 2018
Intersection-Validation: A Method for Evaluating Structure Learning without Ground Truth AISTATS 2018
A Causal And-Or Graph Model for Visibility Fluent Reasoning in Tracking Interacting Objects CVPR 2018
Reasoning about Actions and State Changes by Injecting Commonsense Knowledge EMNLP 2018
Preposition Sense Disambiguation and Representation EMNLP 2018