Interpretability

On The Alignment Problem In Multi-Head Attention-Based Neural Machine Translation EMNLP 2018 On the Equivalence between Assumption-Based Argumentation and Logic Programming (Extended Abstract) IJCAI 2018 Ontology-Based Data Access: A Survey IJCAI 2018 Orchestrating a Network of Mereotopological Theories: An Abridged Report IJCAI 2018 Pathologies of Neural Models Make Interpretations Difficult EMNLP 2018 Portable, layer-wise task performance monitoring for NLP models EMNLP 2018 Predictive Uncertainty Estimation via Prior Networks NeurIPS 2018 Programmatically Interpretable Reinforcement Learning ICML 2018 RankME: Reliable Human Ratings for Natural Language Generation NAACL 2018 Reasoning about Actions and State Changes by Injecting Commonsense Knowledge EMNLP 2018 Referring Relationships CVPR 2018 Representation of Word Meaning in the Intermediate Projection Layer of a Neural Language Model EMNLP 2018 Representer Point Selection for Explaining Deep Neural Networks NeurIPS 2018 Robustness of Classifiers to Universal Perturbations: A Geometric Perspective ICLR 2018 Robust Physical-World Attacks on Deep Learning Visual Classification CVPR 2018 RSDD-Time: Temporal Annotation of Self-Reported Mental Health Diagnoses NAACL 2018 Rule- and Learning-based Methods for Bridging Resolution in the ARRAU Corpus NAACL 2018 Rule induction for global explanation of trained models EMNLP 2018 Same-Decision Probability: Threshold Robustness and Application to Explanation PGM 2018 Semantically Equivalent Adversarial Rules for Debugging NLP models ACL 2018 Semantic Structural Evaluation for Text Simplification NAACL 2018 SparseMAP: Differentiable Sparse Structured Inference ICML 2018 Spatially Transformed Adversarial Examples ICLR 2018 Stronger Generalization Bounds for Deep Nets via a Compression Approach ICML 2018 Structured Output Learning with Abstention: Application to Accurate Opinion Prediction ICML 2018