Interpretability

L-Shapley and C-Shapley: Efficient Model Interpretation for Structured Data ICLR 2019 Many Faces of Feature Importance: Comparing Built-in and Post-hoc Feature Importance in Text Classification EMNLP 2019 Mapping (Dis-)Information Flow about the MH17 Plane Crash EMNLP 2019 MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms NAACL 2019 mdfa: Multi-Differential Fairness Auditor for Black Box Classifiers IJCAI 2019 Meaningful Explanations of Black Box AI Decision Systems AAAI 2019 Meaning Representation of Null Instantiated Semantic Roles in FrameNet ACL 2019 Memory Graph Networks for Explainable Memory-grounded Question Answering CoNLL 2019 MINA: Multilevel Knowledge-Guided Attention for Modeling Electrocardiography Signals IJCAI 2019 Minimal Images in Deep Neural Networks: Fragile Object Recognition in Natural Images ICLR 2019 Mixture-Kernel Graph Attention Network for Situation Recognition ICCV 2019 Model-Agnostic Adversarial Detection by Random Perturbations IJCAI 2019 Model-Free Model Reconciliation IJCAI 2019 Modeling Affirmative and Negated Action Processing in the Brain with Lexical and Compositional Semantic Models ACL 2019 Modeling Document-level Causal Structures for Event Causal Relation Identification NAACL 2019 Modeling Paths for Explainable Knowledge Base Completion ACL 2019 MonoForest framework for tree ensemble analysis NeurIPS 2019 Monotone Learning with Rectified Wire Networks JMLR 2019 Multilingual, Multi-scale and Multi-layer Visualization of Intermediate Representations EMNLP 2019 Multi-Matching Network for Multiple Choice Reading Comprehension AAAI 2019 Multimodal Explanations by Predicting Counterfactuality in Videos CVPR 2019 Multi-view Multi-task Learning for Improving Autonomous Mammogram Diagnosis MLHC 2019 Named Entity Recognition - Is There a Glass Ceiling? CoNLL 2019 NetSDM: Semantic Data Mining with Network Analysis JMLR 2019 Neural language models as psycholinguistic subjects: Representations of syntactic state NAACL 2019