model interpretability

longhorns at DADC 2022: How many linguists does it take to fool a Question Answering model? A systematic approach to adversarial attacks. NAACL 2022 Making Sense of Dependence: Efficient Black-box Explanations Using Dependence Measure NeurIPS 2022 Manipulating SHAP via Adversarial Data Perturbations (Student Abstract) AAAI 2022 Measuring the Mixing of Contextual Information in the Transformer EMNLP 2022 Mitigating the Inconsistency Between Word Saliency and Model Confidence with Pathological Contrastive Training ACL 2022 Model Distillation for Faithful Explanations of Medical Code Predictions ACL 2022 Model Doctor: A Simple Gradient Aggregation Strategy for Diagnosing and Treating CNN Classifiers AAAI 2022 Necessity and Sufficiency for Explaining Text Classifiers: A Case Study in Hate Speech Detection NAACL 2022 Nested Hierarchical Transformer: Towards Accurate, Data-Efficient and Interpretable Visual Understanding AAAI 2022 Neural Basis Models for Interpretability NeurIPS 2022 New Definitions and Evaluations for Saliency Methods: Staying Intrinsic, Complete and Sound NeurIPS 2022 NODE-GAM: Neural Generalized Additive Model for Interpretable Deep Learning ICLR 2022 On Black-Box Explanation for Face Verification WACV 2022 On the Diversity and Limits of Human Explanations NAACL 2022 On the Interpretability of Attention Networks ACML 2022 On the Interpretability of Regularisation for Neural Networks Through Model Gradient Similarity NeurIPS 2022 On the Sensitivity and Stability of Model Interpretations in NLP ACL 2022 On the Symmetries of Deep Learning Models and their Internal Representations NeurIPS 2022 Outlier Dimensions that Disrupt Transformers are Driven by Frequency EMNLP 2022 Pathologies of Pre-trained Language Models in Few-shot Fine-tuning ACL 2022 Privacy-Preserving Face Recognition in the Frequency Domain AAAI 2022 Probing via Prompting NAACL 2022 Prompt Waywardness: The Curious Case of Discretized Interpretation of Continuous Prompts NAACL 2022 ProtGNN: Towards Self-Explaining Graph Neural Networks AAAI 2022 ProtoTEx: Explaining Model Decisions with Prototype Tensors ACL 2022