explainable artificial intelligence

A Novel Framework Based on Medical Concept Driven Attention for Explainable Medical Code Prediction via External Knowledge ACL 2022 A Psychological Theory of Explainability ICML 2022 Axiomatic Foundations of Explainability IJCAI 2022 Bridging the Gap: Providing Post-Hoc Symbolic Explanations for Sequential Decision-Making Problems with Inscrutable Representations ICLR 2022 Causal Explanations and XAI CLeaR 2022 Challenges in Applying Explainability Methods to Improve the Fairness of NLP Models NAACL 2022 Delivering Trustworthy AI through Formal XAI AAAI 2022 Entropy-Based Logic Explanations of Neural Networks AAAI 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 Explainability Via Causal Self-Talk NeurIPS 2022 Improve Interpretability of Neural Networks via Sparse Contrastive Coding EMNLP 2022 Knowledge-Grounded Self-Rationalization via Extractive and Natural Language Explanations ICML 2022 Optimizing Binary Decision Diagrams with MaxSAT for Classification AAAI 2022 Relevance for Robust Bayesian Network MAP-Explanations PGM 2022 Self-explaining deep models with logic rule reasoning NeurIPS 2022 Threading the Needle of On and Off-Manifold Value Functions for Shapley Explanations AISTATS 2022 Tracking Down Misguiding Terms for Locating Bugs in Deep Learning-Based Software (Student Abstract) AAAI 2022 Using MaxSAT for Efficient Explanations of Tree Ensembles AAAI 2022 Visual correspondence-based explanations improve AI robustness and human-AI team accuracy NeurIPS 2022 Visual Explanations for Convolutional Neural Networks via Latent Traversal of Generative Adversarial Networks (Student Abstract) AAAI 2022 “Why Not Other Classes?”: Towards Class-Contrastive Back-Propagation Explanations NeurIPS 2022 A First Look: Towards Explainable TextVQA Models via Visual and Textual Explanations NAACL 2021 Argumentative XAI: A Survey IJCAI 2021 Discretized Integrated Gradients for Explaining Language Models EMNLP 2021