Interpretability

Learning Disentangled Representations of Texts with Application to Biomedical Abstracts EMNLP 2018 Learning Explanations from Language Data EMNLP 2018 Learning Explanatory Rules from Noisy Data (Extended Abstract) IJCAI 2018 Learning from the experts: From expert systems to machine-learned diagnosis models MLHC 2018 Learning how to explain neural networks: PatternNet and PatternAttribution ICLR 2018 Learning Task Specifications from Demonstrations NeurIPS 2018 Learning to Explain Ambiguous Headlines of Online News IJCAI 2018 Learning to Explain: An Information-Theoretic Perspective on Model Interpretation ICML 2018 Learning to Represent Programs with Graphs ICLR 2018 Leveraging Qualitative Reasoning to Improve SFL IJCAI 2018 LISA: Explaining Recurrent Neural Network Judgments via Layer-wIse Semantic Accumulation and Example to Pattern Transformation EMNLP 2018 Listening Comprehension over Argumentative Content EMNLP 2018 Making Tree Ensembles Interpretable: A Bayesian Model Selection Approach AISTATS 2018 Max-Mahalanobis Linear Discriminant Analysis Networks ICML 2018 MentorNet: Learning Data-Driven Curriculum for Very Deep Neural Networks on Corrupted Labels ICML 2018 Model Agnostic Supervised Local Explanations NeurIPS 2018 Modeling the Assimilation-Contrast Effects in Online Product Rating Systems: Debiasing and Recommendations IJCAI 2018 Multilevel Heuristics for Rationale-Based Entity Relation Classification in Sentences COLING 2018 Multimodal Explanations: Justifying Decisions and Pointing to the Evidence CVPR 2018 Multimodal Language Analysis in the Wild: CMU-MOSEI Dataset and Interpretable Dynamic Fusion Graph ACL 2018 Net2Vec: Quantifying and Explaining How Concepts Are Encoded by Filters in Deep Neural Networks CVPR 2018 Neural Interaction Transparency (NIT): Disentangling Learned Interactions for Improved Interpretability NeurIPS 2018 Neural Program Synthesis from Diverse Demonstration Videos ICML 2018 Nonparametric variable importance using an augmented neural network with multi-task learning ICML 2018 Object Hallucination in Image Captioning EMNLP 2018