Interpretability

Everything Has a Cause: Leveraging Causal Inference in Legal Text Analysis NAACL 2021 EVET: Enhancing Visual Explanations of Deep Neural Networks Using Image Transformations WACV 2021 Evidence Inference Networks for Interpretable Claim Verification AAAI 2021 Evidential Deep Learning for Open Set Action Recognition ICCV 2021 E-ViL: A Dataset and Benchmark for Natural Language Explanations in Vision-Language Tasks ICCV 2021 ExCAR: Event Graph Knowledge Enhanced Explainable Causal Reasoning ACL 2021 Expected Eligibility Traces AAAI 2021 Explainable Automated Graph Representation Learning with Hyperparameter Importance ICML 2021 Explainable Detection of Sarcasm in Social Media EACL 2021 Explainable Image Quality Analysis of Chest X-Rays MIDL 2021 Explainable Multi-hop Verbal Reasoning Through Internal Monologue NAACL 2021 Explainable Natural Language to Bash Translation using Abstract Syntax Tree CoNLL 2021 Explainable Person Re-Identification With Attribute-Guided Metric Distillation ICCV 2021 Explainable Prediction of Text Complexity: The Missing Preliminaries for Text Simplification ACL 2021 Explainable Subgraph Reasoning for Forecasting on Temporal Knowledge Graphs ICLR 2021 Explainable Unsupervised Argument Similarity Rating with Abstract Meaning Representation and Conclusion Generation EMNLP 2021 ExplainaBoard: An Explainable Leaderboard for NLP ACL 2021 Explaining A Black-box By Using A Deep Variational Information Bottleneck Approach AAAI 2021 Explaining by Imitating: Understanding Decisions by Interpretable Policy Learning ICLR 2021 Explaining by Removing: A Unified Framework for Model Explanation JMLR 2021 Explaining Classifiers Using Adversarial Perturbations on the Perceptual Ball CVPR 2021 Explaining Contextualization in Language Models using Visual Analytics ACL 2021 Explaining Convolutional Neural Networks through Attribution-Based Input Sampling and Block-Wise Feature Aggregation AAAI 2021 Explaining Deep Learning Models for Speech Enhancement Interspeech 2021 Explaining Errors in Machine Translation with Absolute Gradient Ensembles EMNLP 2021