Interpretability

Syntax-Aware Aspect Level Sentiment Classification with Graph Attention Networks EMNLP 2019 Taking a HINT: Leveraging Explanations to Make Vision and Language Models More Grounded ICCV 2019 The Dangers of Post-hoc Interpretability: Unjustified Counterfactual Explanations IJCAI 2019 The emergence of number and syntax units in LSTM language models NAACL 2019 The Myth of Double-Blind Review Revisited: ACL vs. EMNLP EMNLP 2019 The Neural Correlates Underlying Lexically-Guided Perceptual Learning Interspeech 2019 Thyroid Cancer Malignancy Prediction From Whole Slide Cytopathology Images MLHC 2019 Tight Certificates of Adversarial Robustness for Randomly Smoothed Classifiers NeurIPS 2019 Towards a Deep and Unified Understanding of Deep Neural Models in NLP ICML 2019 Towards an Annotation Scheme for Complex Laughter in Speech Corpora Interspeech 2019 Towards Assessing Argumentation Annotation - A First Step ACL 2019 Towards Automatic Concept-based Explanations NeurIPS 2019 Towards Automatic Variant Analysis of Ancient Devotional Texts ACL 2019 Towards Better Interpretability in Deep Q-Networks AAAI 2019 Towards Explainable NLP: A Generative Explanation Framework for Text Classification ACL 2019 Towards Governing Agent’s Efficacy: Action-Conditional $β$-VAE for Deep Transparent Reinforcement Learning ACML 2019 Towards Interpretable Face Recognition ICCV 2019 Towards Interpretable Object Detection by Unfolding Latent Structures ICCV 2019 Towards Interpretable Reinforcement Learning Using Attention Augmented Agents NeurIPS 2019 Towards Understanding Neural Machine Translation with Word Importance EMNLP 2019 Train, Sort, Explain: Learning to Diagnose Translation Models NAACL 2019 Transparent Pronunciation Scoring Using Articulatorily Weighted Phoneme Edit Distance Interspeech 2019 Tree Transformer: Integrating Tree Structures into Self-Attention EMNLP 2019 Tweet Classification without the Tweet: An Empirical Examination of User versus Document Attributes NAACL 2019 Twin-Systems to Explain Artificial Neural Networks using Case-Based Reasoning: Comparative Tests of Feature-Weighting Methods in ANN-CBR Twins for XAI IJCAI 2019