Interpretability

How Powerful are Graph Neural Networks? ICLR 2019 How Reasonable are Common-Sense Reasoning Tasks: A Case-Study on the Winograd Schema Challenge and SWAG EMNLP 2019 Human-grounded Evaluations of Explanation Methods for Text Classification EMNLP 2019 Identification, Interpretability, and Bayesian Word Embeddings NAACL 2019 Identifying and Controlling Important Neurons in Neural Machine Translation ICLR 2019 Identifying Sensible Lexical Relations in Generated Stories NAACL 2019 Improving the Stability of the Knockoff Procedure: Multiple Simultaneous Knockoffs and Entropy Maximization AISTATS 2019 Incorporating Priors with Feature Attribution on Text Classification ACL 2019 Induction of Non-Monotonic Logic Programs to Explain Boosted Tree Models Using LIME AAAI 2019 Inferring missing metadata from environmental policy texts NAACL 2019 Inoculation by Fine-Tuning: A Method for Analyzing Challenge Datasets NAACL 2019 Input-Cell Attention Reduces Vanishing Saliency of Recurrent Neural Networks NeurIPS 2019 Interpretable and Fine-Grained Visual Explanations for Convolutional Neural Networks CVPR 2019 Interpretable Cascade Classifiers with Abstention AISTATS 2019 Interpretable Deep Learning Model for the Detection and Reconstruction of Dysarthric Speech Interspeech 2019 Interpretable Neural Predictions with Differentiable Binary Variables ACL 2019 Interpretable Question Answering on Knowledge Bases and Text ACL 2019 Interpretable Relevant Emotion Ranking with Event-Driven Attention EMNLP 2019 Interpretation of Neural Networks Is Fragile AAAI 2019 Interpreting and improving natural-language processing (in machines) with natural language-processing (in the brain) NeurIPS 2019 Interpreting Black Box Predictions using Fisher Kernels AISTATS 2019 Interpreting Deep Models for Text Analysis via Optimization and Regularization Methods AAAI 2019 Interrogating the Explanatory Power of Attention in Neural Machine Translation EMNLP 2019 Inverse Abstraction of Neural Networks Using Symbolic Interpolation AAAI 2019 Inverse Discriminative Networks for Handwritten Signature Verification CVPR 2019