Causal Inference

Commonsense for Generative Multi-Hop Question Answering Tasks EMNLP 2018 Complete Graphical Characterization and Construction of Adjustment Sets in Markov Equivalence Classes of Ancestral Graphs JMLR 2018 Computationally and statistically efficient learning of causal Bayes nets using path queries NeurIPS 2018 Conditional independence testing based on a nearest-neighbor estimator of conditional mutual information AISTATS 2018 Confounding-Robust Policy Improvement NeurIPS 2018 Consistent CCG Parsing over Multiple Sentences for Improved Logical Reasoning NAACL 2018 Consistent Estimation given Missing Data PGM 2018 Conversational Explanations of Machine Learning Predictions Through Class-contrastive Counterfactual Statements IJCAI 2018 COSMO SylPhon: A Bayesian Perceptuo-motor Model to Assess Phonological Learning Interspeech 2018 Cross-lingual Speech Emotion Recognition through Factor Analysis Interspeech 2018 Crowdsourcing StoryLines: Harnessing the Crowd for Causal Relation Annotation COLING 2018 DAGs with NO TEARS: Continuous Optimization for Structure Learning NeurIPS 2018 Dealing with Medication Non-Adherence Expressions in Twitter EMNLP 2018 Deconvolution-Based Global Decoding for Neural Machine Translation COLING 2018 Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations JMLR 2018 Deep Learning for Physical Processes: Incorporating Prior Scientific Knowledge ICLR 2018 Design of Experiments for Model Discrimination Hybridising Analytical and Data-Driven Approaches ICML 2018 Detecting non-causal artifacts in multivariate linear regression models ICML 2018 Differentially Private Identity and Equivalence Testing of Discrete Distributions ICML 2018 Direct Estimation of Differences in Causal Graphs NeurIPS 2018 Discourse-Related Language Contrasts in English-Croatian Human and Machine Translation EMNLP 2018 Domain Adaptation by Using Causal Inference to Predict Invariant Conditional Distributions NeurIPS 2018 Emergence of grid-like representations by training recurrent neural networks to perform spatial localization ICLR 2018 Empirical Analysis of Foundational Distinctions in Linked Open Data IJCAI 2018 Enhancing Identification of Causal Effects by Pruning JMLR 2018