Interpretability

Evaluation beyond Task Performance: Analyzing Concepts in AlphaZero in Hex NeurIPS 2022 Evaluation of different antenna types and positions in a stepped frequency continuous-wave radar-based silent speech interface Interspeech 2022 E-VarM: Enhanced Variational Word Masks to Improve the Interpretability of Text Classification Models COLING 2022 Event-Event Relation Extraction using Probabilistic Box Embedding ACL 2022 Every word counts: A multilingual analysis of individual human alignment with model attention AACL 2022 Evolutive Adversarially-Trained Bayesian Network Autoencoder for Interpretable Anomaly Detection PGM 2022 Evolvable Network Telemetry at Facebook NSDI 2022 Example-based Explanations with Adversarial Attacks for Respiratory Sound Analysis Interspeech 2022 Expert-Informed, User-Centric Explanations for Machine Learning AAAI 2022 Explainability Via Causal Self-Talk NeurIPS 2022 Explainable and Local Correction of Classification Models Using Decision Trees AAAI 2022 Explainable Assessment of Healthcare Articles with QA ACL 2022 Explainable GNN-Based Models over Knowledge Graphs ICLR 2022 Explainable Publication Year Prediction of Eighteenth Century Texts with the BERT Model ACL 2022 Explainable Question Answering based on Semantic Graph by Global Differentiable Learning and Dynamic Adaptive Reasoning EMNLP 2022 Explainable Reinforcement Learning via Model Transforms NeurIPS 2022 Explainable Slot Type Attentions to Improve Joint Intent Detection and Slot Filling EMNLP 2022 Explainable Survival Analysis with Convolution-Involved Vision Transformer AAAI 2022 Explain, Edit, and Understand: Rethinking User Study Design for Evaluating Model Explanations AAAI 2022 Explaining Deep Convolutional Neural Networks via Latent Visual-Semantic Filter Attention CVPR 2022 Explaining Deep Tractable Probabilistic Models: The sum-product network case PGM 2022 Explaining Dialogue Evaluation Metrics using Adversarial Behavioral Analysis NAACL 2022 Explaining Models of Mental Health via Clinically Grounded Auxiliary Tasks NAACL 2022 Explaining Neural NLP Models for the Joint Analysis of Open-and-Closed-Ended Survey Answers NAACL 2022 Explaining Point Processes by Learning Interpretable Temporal Logic Rules ICLR 2022