Interpretability

A Shared Attention Mechanism for Interpretation of Neural Automatic Post-Editing Systems ACL 2018 A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks NeurIPS 2018 A Symbolic Approach to Explaining Bayesian Network Classifiers IJCAI 2018 A Theoretical Explanation for Perplexing Behaviors of Backpropagation-based Visualizations ICML 2018 Attacks Meet Interpretability: Attribute-steered Detection of Adversarial Samples NeurIPS 2018 A Unified View of Piecewise Linear Neural Network Verification NeurIPS 2018 Automatically Extracting Qualia Relations for the Rich Event Ontology COLING 2018 Automatic Assessment of Conceptual Text Complexity Using Knowledge Graphs COLING 2018 Automatic Gating of Attributes in Deep Structure IJCAI 2018 Belief Update in the Horn Fragment IJCAI 2018 Beyond Polarity: Interpretable Financial Sentiment Analysis with Hierarchical Query-driven Attention IJCAI 2018 Beyond Word Importance: Contextual Decomposition to Extract Interactions from LSTMs ICLR 2018 Can LSTM Learn to Capture Agreement? The Case of Basque EMNLP 2018 Co-Attention Based Neural Network for Source-Dependent Essay Scoring NAACL 2018 Cold-Start Aware User and Product Attention for Sentiment Classification ACL 2018 Commonsense Justification for Action Explanation EMNLP 2018 Comparing Automatic and Human Evaluation of Local Explanations for Text Classification NAACL 2018 Constraining MGbank: Agreement, L-Selection and Supertagging in Minimalist Grammars ACL 2018 Content Extraction and Lexical Analysis from Customer-Agent Interactions EMNLP 2018 Contextual Outlier Interpretation IJCAI 2018 Conversational Explanations of Machine Learning Predictions Through Class-contrastive Counterfactual Statements IJCAI 2018 Crowdsourcing Semantic Label Propagation in Relation Classification EMNLP 2018 DALEX: Explainers for Complex Predictive Models in R JMLR 2018 Debugging Sequence-to-Sequence Models with Seq2Seq-Vis EMNLP 2018 Deconfounded Lexicon Induction for Interpretable Social Science NAACL 2018