explainable ai

A Novel Perspective to Look At Attention: Bi-level Attention-based Explainable Topic Modeling for News Classification ACL 2022 A Rigorous Study of Integrated Gradients Method and Extensions to Internal Neuron Attributions ICML 2022 Axiomatic Foundations of Explainability IJCAI 2022 Consistent Sufficient Explanations and Minimal Local Rules for explaining the decision of any classifier or regressor NeurIPS 2022 Contrastive Explanations of Text Classifiers as a Service NAACL 2022 DARE: Disentanglement-Augmented Rationale Extraction NeurIPS 2022 Delivering Trustworthy AI through Formal XAI AAAI 2022 Doctor XAvIer: Explainable Diagnosis on Physician-Patient Dialogues and XAI Evaluation ACL 2022 e-CARE: a New Dataset for Exploring Explainable Causal Reasoning ACL 2022 E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning ACL 2022 EPT-X: An Expression-Pointer Transformer model that generates eXplanations for numbers ACL 2022 Evaluating Explainable AI on a Multi-Modal Medical Imaging Task: Can Existing Algorithms Fulfill Clinical Requirements? AAAI 2022 Expert-Informed, User-Centric Explanations for Machine Learning AAAI 2022 Explainable and Local Correction of Classification Models Using Decision Trees AAAI 2022 Explainable Assessment of Healthcare Articles with QA ACL 2022 Explainable Reinforcement Learning via Model Transforms NeurIPS 2022 Explainable Survival Analysis with Convolution-Involved Vision Transformer AAAI 2022 ExplainIt!: A Tool for Computing Robust Attributions of DNNs IJCAI 2022 Explicable Policy Search NeurIPS 2022 Extending Logic Explained Networks to Text Classification EMNLP 2022 Hierarchical Attention Network for Explainable Depression Detection on Twitter Aided by Metaphor Concept Mappings COLING 2022 Implications of Model Indeterminacy for Explanations of Automated Decisions NeurIPS 2022 Improving Explainability of Disentangled Representations using Multipath-Attribution Mappings MIDL 2022 Inherently Explainable Reinforcement Learning in Natural Language NeurIPS 2022 Knowledge-Grounded Self-Rationalization via Extractive and Natural Language Explanations ICML 2022