Interpretability

A Framework for Learning Ante-Hoc Explainable Models via Concepts CVPR 2022 A Functional Information Perspective on Model Interpretation ICML 2022 Agent-Specific Deontic Modality Detection in Legal Language EMNLP 2022 Agree To Disagree: When Deep Learning Models With Identical Architectures Produce Distinct Explanations WACV 2022 AI Explainability 360: Impact and Design AAAI 2022 A Legal Approach to Hate Speech – Operationalizing the EU’s Legal Framework against the Expression of Hatred as an NLP Task EMNLP 2022 Algorithmic Concept-Based Explainable Reasoning AAAI 2022 Algorithmic Fairness Verification with Graphical Models AAAI 2022 A Minimal Model for Compositional Generalization on gSCAN EMNLP 2022 Amortized Generation of Sequential Algorithmic Recourses for Black-Box Models AAAI 2022 A Multi-Factor Classification Framework for Completing Users’ Fuzzy Queries (Student Abstract) AAAI 2022 A Multi Instance Learning Approach for Critical View of Safety Detection in Laparoscopic Cholecystectomy MLHC 2022 A Multilingual Perspective Towards the Evaluation of Attribution Methods in Natural Language Inference EMNLP 2022 A Murder and Protests, the Capitol Riot, and the Chauvin Trial: Estimating Disparate News Media Stance IJCAI 2022 Analyzing and Evaluating Faithfulness in Dialogue Summarization EMNLP 2022 Analyzing Encoded Concepts in Transformer Language Models NAACL 2022 Analyzing Gender Representation in Multilingual Models ACL 2022 Analyzing the Use of Influence Functions for Instance-Specific Data Filtering in Neural Machine Translation EMNLP 2022 Anaphora Resolution in Dialogue: System Description (CODI-CRAC 2022 Shared Task) COLING 2022 An Empirical Study on Explanations in Out-of-Domain Settings ACL 2022 A Neural-Symbolic Approach to Natural Language Understanding EMNLP 2022 An Explainable Toolbox for Evaluating Pre-trained Vision-Language Models EMNLP 2022 An Interactive Explanatory AI System for Industrial Quality Control AAAI 2022 An Interactive Exploratory Tool for the Task of Hate Speech Detection NAACL 2022 An Interpretable Neuro-Symbolic Reasoning Framework for Task-Oriented Dialogue Generation ACL 2022