model interpretability

Learning from the Best: Rationalizing Predictions by Adversarial Information Calibration AAAI 2021 Learning Groupwise Explanations for Black-Box Models IJCAI 2021 Learning to Explain: Generating Stable Explanations Fast ACL 2021 Learning to Predict Trustworthiness with Steep Slope Loss NeurIPS 2021 Low-Complexity Probing via Finding Subnetworks NAACL 2021 LQF: Linear Quadratic Fine-Tuning CVPR 2021 Mapping the Timescale Organization of Neural Language Models ICLR 2021 On Explainability of Graph Neural Networks via Subgraph Explorations ICML 2021 On Locality of Local Explanation Models NeurIPS 2021 On the Transferability of Minimal Prediction Preserving Inputs in Question Answering NAACL 2021 Probabilistic Sufficient Explanations IJCAI 2021 Rationales for Sequential Predictions EMNLP 2021 Relevance-CAM: Your Model Already Knows Where To Look CVPR 2021 Responsible Prediction Making of COVID-19 Mortality (Student Abstract) AAAI 2021 SkeletonVis: Interactive Visualization for Understanding Adversarial Attacks on Human Action Recognition Models AAAI 2021 “Something Something Hota Hai!” An Explainable Approach towards Sentiment Analysis on Indian Code-Mixed Data EMNLP 2021 Supporting Complaints Investigation for Nursing and Midwifery Regulatory Agencies ACL 2021 Syntactic Perturbations Reveal Representational Correlates of Hierarchical Phrase Structure in Pretrained Language Models ACL 2021 Telling BERT’s Full Story: from Local Attention to Global Aggregation EACL 2021 The Tractability of SHAP-Score-Based Explanations for Classification over Deterministic and Decomposable Boolean Circuits AAAI 2021 Towards Interpreting and Mitigating Shortcut Learning Behavior of NLU models NAACL 2021 To what extent do human explanations of model behavior align with actual model behavior? EMNLP 2021 VQA-MHUG: A Gaze Dataset to Study Multimodal Neural Attention in Visual Question Answering CoNLL 2021 WMDecompose: A Framework for Leveraging the Interpretable Properties of Word Mover’s Distance in Sociocultural Analysis EMNLP 2021 Adapting Grad-CAM for Embedding Networks WACV 2020