Interpretability

Generalized and Scalable Optimal Sparse Decision Trees ICML 2020 Generating Hierarchical Explanations on Text Classification via Feature Interaction Detection ACL 2020 Generating Interpretable Poverty Maps using Object Detection in Satellite Images IJCAI 2020 Generating Plausible Counterfactual Explanations for Deep Transformers in Financial Text Classification COLING 2020 Generative causal explanations of black-box classifiers NeurIPS 2020 GPolS: A Contextual Graph-Based Language Model for Analyzing Parliamentary Debates and Political Cohesion COLING 2020 Gradient-based Analysis of NLP Models is Manipulable EMNLP 2020 GRUEN for Evaluating Linguistic Quality of Generated Text EMNLP 2020 GUIR at SemEval-2020 Task 12: Domain-Tuned Contextualized Models for Offensive Language Detection SemEval 2020 Hate and Toxic Speech Detection in the Context of Covid-19 Pandemic using XAI: Ongoing Applied Research EMNLP 2020 HENIN: Learning Heterogeneous Neural Interaction Networks for Explainable Cyberbullying Detection on Social Media EMNLP 2020 Hierarchical Chinese Legal event extraction via Pedal Attention Mechanism COLING 2020 Hierarchical Modeling for User Personality Prediction: The Role of Message-Level Attention ACL 2020 Hierarchical Multi-task Learning for Organization Evaluation of Argumentative Student Essays IJCAI 2020 Hold me tight! Influence of discriminative features on deep network boundaries NeurIPS 2020 HOPPITY: LEARNING GRAPH TRANSFORMATIONS TO DETECT AND FIX BUGS IN PROGRAMS ICLR 2020 How Can I Explain This to You? An Empirical Study of Deep Neural Network Explanation Methods NeurIPS 2020 How do Decisions Emerge across Layers in Neural Models? Interpretation with Differentiable Masking EMNLP 2020 How does BERT’s attention change when you fine-tune? An analysis methodology and a case study in negation scope ACL 2020 How does This Interaction Affect Me? Interpretable Attribution for Feature Interactions NeurIPS 2020 How Far Does BERT Look At: Distance-based Clustering and Analysis of BERT’s Attention COLING 2020 How recurrent networks implement contextual processing in sentiment analysis ICML 2020 How to Probe Sentence Embeddings in Low-Resource Languages: On Structural Design Choices for Probing Task Evaluation CoNLL 2020 Human Attention Maps for Text Classification: Do Humans and Neural Networks Focus on the Same Words? ACL 2020 Human-Driven FOL Explanations of Deep Learning IJCAI 2020