Interpretability

Exploiting Attention to Reveal Shortcomings in Memory Models EMNLP 2018 Exploring How Phone Classification Neural Networks Learn Phonetic Information by Visualising and Interpreting Bottleneck Features Interspeech 2018 Extracting Automata from Recurrent Neural Networks Using Queries and Counterexamples ICML 2018 Extracting Syntactic Trees from Transformer Encoder Self-Attentions EMNLP 2018 Extractive Adversarial Networks: High-Recall Explanations for Identifying Personal Attacks in Social Media Posts EMNLP 2018 Fast and Effective Robustness Certification NeurIPS 2018 Finding Influential Training Samples for Gradient Boosted Decision Trees ICML 2018 Finding syntax in human encephalography with beam search ACL 2018 Formal Analysis of Deep Binarized Neural Networks IJCAI 2018 Formal Verification of Bayesian Network Classifiers PGM 2018 Generalisation of structural knowledge in the hippocampal-entorhinal system NeurIPS 2018 Glass-Box: Explaining AI Decisions With Counterfactual Statements Through Conversation With a Voice-enabled Virtual Assistant IJCAI 2018 Hierarchical and Interpretable Skill Acquisition in Multi-task Reinforcement Learning ICLR 2018 Hierarchical Expertise Level Modeling for User Specific Contrastive Explanations IJCAI 2018 How Did You like 2017? Detection of Language Markers of Depression and Narcissism in Personal Narratives Interspeech 2018 Human-in-the-Loop Interpretability Prior NeurIPS 2018 Hybrid Knowledge Routed Modules for Large-scale Object Detection NeurIPS 2018 Identifying Domain Adjacent Instances for Semantic Parsers EMNLP 2018 Importance of Self-Attention for Sentiment Analysis EMNLP 2018 Improving Moderation of Online Discussions via Interpretable Neural Models EMNLP 2018 Improving Simple Models with Confidence Profiles NeurIPS 2018 Incorporating Argument-Level Interactions for Persuasion Comments Evaluation using Co-attention Model COLING 2018 Inherent Biases in Reference-based Evaluation for Grammatical Error Correction ACL 2018 In Search of Coherence and Consensus: Measuring the Interpretability of Statistical Topics JMLR 2018 Integrating Predictions from Neural-Network Relation Classifiers into Coreference and Bridging Resolution NAACL 2018