Interpretability

Interpretable Random Forests via Rule Extraction AISTATS 2021 Interpretable Self-Supervised Facial Micro-Expression Learning to Predict Cognitive State and Neurological Disorders AAAI 2021 Interpretable Sequence Classification via Discrete Optimization AAAI 2021 Interpretable Social Anchors for Human Trajectory Forecasting in Crowds CVPR 2021 Interpretable Visual Reasoning via Induced Symbolic Space ICCV 2021 InterpreT: An Interactive Visualization Tool for Interpreting Transformers EACL 2021 Interpreting and Disentangling Feature Components of Various Complexity from DNNs ICML 2021 Interpreting Attributions and Interactions of Adversarial Attacks ICCV 2021 Interpreting Deep Neural Networks with Relative Sectional Propagation by Analyzing Comparative Gradients and Hostile Activations AAAI 2021 Interpreting Graph Neural Networks for NLP With Differentiable Edge Masking ICLR 2021 Interpreting Knowledge Graph Relation Representation from Word Embeddings ICLR 2021 Interpreting Multivariate Shapley Interactions in DNNs AAAI 2021 Interpreting Neural Networks as Quantitative Argumentation Frameworks AAAI 2021 Interpreting Representation Quality of DNNs for 3D Point Cloud Processing NeurIPS 2021 Interpreting Text Classifiers by Learning Context-sensitive Influence of Words NAACL 2021 Intrinsically Interlingual: The Wn Python Library for Wordnets EACL 2021 Introducing Orthogonal Constraint in Structural Probes ACL 2021 Inverse Decision Modeling: Learning Interpretable Representations of Behavior ICML 2021 Invertible Concept-based Explanations for CNN Models with Non-negative Concept Activation Vectors AAAI 2021 Investigating Deep Neural Structures and their Interpretability in the Domain of Voice Conversion Interspeech 2021 Investigating Feature Selection and Explainability for COVID-19 Diagnostics from Cough Sounds Interspeech 2021 Investigating Robustness of Dialog Models to Popular Figurative Language Constructs EMNLP 2021 Is Multi-Hop Reasoning Really Explainable? Towards Benchmarking Reasoning Interpretability EMNLP 2021 Isotropy in the Contextual Embedding Space: Clusters and Manifolds ICLR 2021 Is Sparse Attention more Interpretable? ACL 2021