Interpretability

Real Time Image Saliency for Black Box Classifiers NeurIPS 2017 Representativeness-aware Aspect Analysis for Brand Monitoring in Social Media IJCAI 2017 Revisit Fuzzy Neural Network: Demystifying Batch Normalization and ReLU with Generalized Hamming Network NeurIPS 2017 Rich Time Series Classification Using Temporal Logic RSS 2017 Right for the Right Reasons: Training Differentiable Models by Constraining their Explanations IJCAI 2017 Rotated Word Vector Representations and their Interpretability EMNLP 2017 Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles NeurIPS 2017 Specular Highlight Removal in Facial Images CVPR 2017 Streaming Weak Submodularity: Interpreting Neural Networks on the Fly NeurIPS 2017 Structural Embedding of Syntactic Trees for Machine Comprehension EMNLP 2017 SVCCA: Singular Vector Canonical Correlation Analysis for Deep Learning Dynamics and Interpretability NeurIPS 2017 Tell Me Why: Using Question Answering as Distant Supervision for Answer Justification CoNLL 2017 Temporal Attention-Gated Model for Robust Sequence Classification CVPR 2017 Top-Down Visual Saliency Guided by Captions CVPR 2017 Understanding Black-box Predictions via Influence Functions ICML 2017 Union of Intersections (UoI) for Interpretable Data Driven Discovery and Prediction NeurIPS 2017 Unsupervised Does Not Mean Uninterpretable: The Case for Word Sense Induction and Disambiguation EACL 2017 Unsupervised, Knowledge-Free, and Interpretable Word Sense Disambiguation EMNLP 2017 Unsupervised Learning of Disentangled and Interpretable Representations from Sequential Data NeurIPS 2017 What does Attention in Neural Machine Translation Pay Attention to? IJCNLP 2017 Agreement and Disagreement: Comparison of Points of View in the Political Domain COLING 2016 Analysis on Gated Recurrent Unit Based Question Detection Approach Interspeech 2016 Analyzing Classifiers: Fisher Vectors and Deep Neural Networks CVPR 2016 Anecdote Recognition and Recommendation COLING 2016 Annotating Discourse Relations with the PDTB Annotator COLING 2016