Interpretability

Visualisation and 'Diagnostic Classifiers' Reveal how Recurrent and Recursive Neural Networks Process Hierarchical Structure (Extended Abstract) IJCAI 2018 Visualizations for an Explainable Planning Agent IJCAI 2018 Visualizing and Understanding Atari Agents ICML 2018 Visualizing Phoneme Category Adaptation in Deep Neural Networks Interspeech 2018 Visual Question Reasoning on General Dependency Tree CVPR 2018 Visual Referring Expression Recognition: What Do Systems Actually Learn? NAACL 2018 Vocal Biomarkers for Cognitive Performance Estimation in a Working Memory Task Interspeech 2018 Wasserstein Introspective Neural Networks CVPR 2018 What Do Deep Networks Like to See? CVPR 2018 What Have We Learned From Deep Representations for Action Recognition? CVPR 2018 Who Feels What and Why? Annotation of a Literature Corpus with Semantic Roles of Emotions COLING 2018 A Bayesian Framework for Learning Rule Sets for Interpretable Classification JMLR 2017 Acceptability Semantics for Weighted Argumentation Frameworks IJCAI 2017 Acoustic Properties of Canonical and Non-Canonical Stress in French, Turkish, Armenian and Brazilian Portuguese Interspeech 2017 A Deep Network with Visual Text Composition Behavior ACL 2017 A Multidimensional Lexicon for Interpersonal Stancetaking ACL 2017 A Regularized Framework for Sparse and Structured Neural Attention NeurIPS 2017 Argumentation Quality Assessment: Theory vs. Practice ACL 2017 Attend and Predict: Understanding Gene Regulation by Selective Attention on Chromatin NeurIPS 2017 A Unified Approach to Interpreting Model Predictions NeurIPS 2017 Automatic Extraction of News Values from Headline Text EACL 2017 Axiomatic Attribution for Deep Networks ICML 2017 Chatbot with a Discourse Structure-Driven Dialogue Management EACL 2017 CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning CVPR 2017 Cognitive Psychology for Deep Neural Networks: A Shape Bias Case Study ICML 2017