Interpretability

DISCOVER: Making Vision Networks Interpretable via Competition and Dissection NeurIPS 2023 Discriminative Feature Attributions: Bridging Post Hoc Explainability and Inherent Interpretability NeurIPS 2023 Disentanglement with Biological Constraints: A Theory of Functional Cell Types ICLR 2023 Disentangling the Linguistic Competence of Privacy-Preserving BERT EMNLP 2023 Disentangling Voice and Content with Self-Supervision for Speaker Recognition NeurIPS 2023 DisentQA: Disentangling Parametric and Contextual Knowledge with Counterfactual Question Answering ACL 2023 DisorBERT: A Double Domain Adaptation Model for Detecting Signs of Mental Disorders in Social Media ACL 2023 Dissecting Recall of Factual Associations in Auto-Regressive Language Models EMNLP 2023 Distilled Reverse Attention Network for Open-world Compositional Zero-Shot Learning ICCV 2023 Distilling Model Failures as Directions in Latent Space ICLR 2023 Distill n’ Explain: explaining graph neural networks using simple surrogates AISTATS 2023 Divide and Conquer: Answering Questions With Object Factorization and Compositional Reasoning CVPR 2023 Dividing and Conquering a BlackBox to a Mixture of Interpretable Models: Route, Interpret, Repeat ICML 2023 Do Androids Laugh at Electric Sheep? Humor “Understanding” Benchmarks from The New Yorker Caption Contest ACL 2023 Does BERT Exacerbate Gender or L1 Biases in Automated English Speaking Assessment? ACL 2023 Does Deep Learning Learn to Abstract? A Systematic Probing Framework ICLR 2023 Does Localization Inform Editing? Surprising Differences in Causality-Based Localization vs. Knowledge Editing in Language Models NeurIPS 2023 Do Invariances in Deep Neural Networks Align with Human Perception? AAAI 2023 Do Large Language Models Know What They Don’t Know? ACL 2023 Do Machine Learning Models Learn Statistical Rules Inferred from Data? ICML 2023 Don't Lie to Me! Robust and Efficient Explainability With Verified Perturbation Analysis CVPR 2023 Do Stochastic Parrots have Feelings Too? Improving Neural Detection of Synthetic Text via Emotion Recognition EMNLP 2023 Do Transformers Parse while Predicting the Masked Word? EMNLP 2023 Doubly Right Object Recognition: A Why Prompt for Visual Rationales CVPR 2023 DPE: Disentanglement of Pose and Expression for General Video Portrait Editing CVPR 2023