Interpretability

U-CAM: Visual Explanation Using Uncertainty Based Class Activation Maps ICCV 2019 Understanding and Visualizing Raw Waveform-Based CNNs Interspeech 2019 Understanding Deep Networks via Extremal Perturbations and Smooth Masks ICCV 2019 Understanding language-elicited EEG data by predicting it from a fine-tuned language model NAACL 2019 Understanding Learned Models by Identifying Important Features at the Right Resolution AAAI 2019 Understanding the Evolution of Circular Economy through Language Change ACL 2019 Understanding VAEs in Fisher-Shannon Plane AAAI 2019 Universal Adversarial Triggers for Attacking and Analyzing NLP EMNLP 2019 Universality and individuality in neural dynamics across large populations of recurrent networks NeurIPS 2019 Using Grounded Word Representations to Study Theories of Lexical Concepts NAACL 2019 Using Priming to Uncover the Organization of Syntactic Representations in Neural Language Models CoNLL 2019 Variational Denoising Network: Toward Blind Noise Modeling and Removal NeurIPS 2019 Verifiable and Interpretable Reinforcement Learning through Program Synthesis AAAI 2019 Verification of RNN-Based Neural Agent-Environment Systems AAAI 2019 Visual Explanation by Interpretation: Improving Visual Feedback Capabilities of Deep Neural Networks ICLR 2019 Visualization and Interpretation of Latent Spaces for Controlling Expressive Speech Synthesis Through Audio Analysis Interspeech 2019 Visual Query Answering by Entity-Attribute Graph Matching and Reasoning CVPR 2019 What a neural language model tells us about spatial relations NAACL 2019 What Clinicians Want: Contextualizing Explainable Machine Learning for Clinical End Use MLHC 2019 What Does BERT Look at? An Analysis of BERT’s Attention ACL 2019 What Does It Mean to Learn in Deep Networks? And, How Does One Detect Adversarial Attacks? CVPR 2019 What Does This Word Mean? Explaining Contextualized Embeddings with Natural Language Definition EMNLP 2019 What do you learn from context? Probing for sentence structure in contextualized word representations ICLR 2019 What Gets Echoed? Understanding the “Pointers” in Explanations of Persuasive Arguments EMNLP 2019 What is the Effect of Importance Weighting in Deep Learning? ICML 2019