Interpretability

UNIREX: A Unified Learning Framework for Language Model Rationale Extraction ICML 2022 Universal and Independent: Multilingual Probing Framework for Exhaustive Model Interpretation and Evaluation EMNLP 2022 Unsupervised Causal Binary Concepts Discovery with VAE for Black-Box Model Explanation AAAI 2022 Unsupervised Learning of Hierarchical Conversation Structure EMNLP 2022 Using MaxSAT for Efficient Explanations of Tree Ensembles AAAI 2022 Using Roark-Hollingshead Distance to Probe BERT’s Syntactic Competence EMNLP 2022 Using Shapley Values and Variational Autoencoders to Explain Predictive Models with Dependent Mixed Features JMLR 2022 Validation of the Neuro-Concept Detector framework for the characterization of speech disorders: A comparative study including Dysarthria and Dysphonia Interspeech 2022 VICE: Variational Interpretable Concept Embeddings NeurIPS 2022 ViewFool: Evaluating the Robustness of Visual Recognition to Adversarial Viewpoints NeurIPS 2022 VisCUIT: Visual Auditor for Bias in CNN Image Classifier CVPR 2022 Visual correspondence-based explanations improve AI robustness and human-AI team accuracy NeurIPS 2022 Visualising Model Training via Vowel Space for Text-To-Speech Systems Interspeech 2022 Visualizing the Relationship Between Encoded Linguistic Information and Task Performance ACL 2022 VL-InterpreT: An Interactive Visualization Tool for Interpreting Vision-Language Transformers CVPR 2022 Washing The Unwashable : On The (Im)possibility of Fairwashing Detection NeurIPS 2022 WeightedSHAP: analyzing and improving Shapley based feature attributions NeurIPS 2022 What Does My GNN Really Capture? On Exploring Internal GNN Representations IJCAI 2022 What Do Navigation Agents Learn About Their Environment? CVPR 2022 What do Toothbrushes do in the Kitchen? How Transformers Think our World is Structured NAACL 2022 What Do You See in this Patient? Behavioral Testing of Clinical NLP Models NAACL 2022 What Factors Should Paper-Reviewer Assignments Rely On? Community Perspectives on Issues and Ideals in Conference Peer-Review NAACL 2022 What Has Been Enhanced in my Knowledge-Enhanced Language Model? EMNLP 2022 What to Learn, and How: Toward Effective Learning from Rationales ACL 2022 What Was Your Name Again? Interrogating Generative Conversational Models For Factual Consistency Evaluation EMNLP 2022