Interpretability

When Your Language Model Cannot Even Do Determiners Right: Probing for Anti-Presuppositions and the Maximize Presupposition! Principle EMNLP 2023 Where Did I Come From? Origin Attribution of AI-Generated Images NeurIPS 2023 Which Explanation Makes Sense? A Critical Evaluation of Local Explanations for Assessing Cervical Cancer Risk MLHC 2023 Which Spurious Correlations Impact Reasoning in NLI Models? A Visual Interactive Diagnosis through Data-Constrained Counterfactuals ACL 2023 Why Did This Model Forecast This Future? Information-Theoretic Saliency for Counterfactual Explanations of Probabilistic Regression Models NeurIPS 2023 Why LLMs Hallucinate, and How to Get (Evidential) Closure: Perceptual, Intensional, and Extensional Learning for Faithful Natural Language Generation EMNLP 2023 Why think step by step? Reasoning emerges from the locality of experience NeurIPS 2023 WikiWhy: Answering and Explaining Cause-and-Effect Questions ICLR 2023 Words as Gatekeepers: Measuring Discipline-specific Terms and Meanings in Scholarly Publications ACL 2023 World Models for Math Story Problems ACL 2023 Xaitk-Saliency: An Open Source Explainable AI Toolkit for Saliency AAAI 2023 XClusters: Explainability-First Clustering AAAI 2023 XMD: An End-to-End Framework for Interactive Explanation-Based Debugging of NLP Models ACL 2023 X-Pruner: eXplainable Pruning for Vision Transformers CVPR 2023 XRand: Differentially Private Defense against Explanation-Guided Attacks AAAI 2023 X-VoE: Measuring eXplanatory Violation of Expectation in Physical Events ICCV 2023 ZARA: Improving Few-Shot Self-Rationalization for Small Language Models EMNLP 2023 Zero-Shot Classification by Logical Reasoning on Natural Language Explanations ACL 2023 Zero-Shot Everything Sketch-Based Image Retrieval, and in Explainable Style CVPR 2023 Zero-shot Faithful Factual Error Correction ACL 2023 Zero-Shot Model Diagnosis CVPR 2023 Zero-shot Visual Relation Detection via Composite Visual Cues from Large Language Models NeurIPS 2023 3D Common Corruptions and Data Augmentation CVPR 2022 3D Manifold Topology Based Medical Image Data Augmentation ACML 2022 AB/BA analysis: A framework for estimating keyword spotting recall improvement while maintaining audio privacy NAACL 2022