Explainable and Transparent AI and Multi-Agent Systems

Explainable and Transparent AI and Multi-Agent Systems

4th International Workshop, EXTRAAMAS 2022, Virtual Event, May 9-10, 2022, Revised Selected Papers

Fraemling, Kary; Calvaresi, Davide; Winikoff, Michael; Najjar, Amro

Springer International Publishing AG

09/2022

239

Mole

Inglês

9783031155642

15 a 20 dias

390

Descrição não disponível.
?Explainable Machine Learning.- Evaluation of importance estimators in deep learning classifiers for Computed Tomography.- Integration of local and global features explanation with global rules extraction and generation tools.- ReCCoVER: Detecting Causal Confusion for Explainable Reinforcement Learning.- Smartphone based grape leaf disease diagnosis and remedial system Assisted with explanations.- Explainable Neuro-Symbolic AI.- Recent Neural-Symbolic Approaches to ILP Based on Templates.- On the Design of PSyKI: a Platform for Symbolic Knowledge Injection into Sub-Symbolic Predictors.- Explainable Agents.- The Mirror Agent Model: a Bayesian Architecture for Interpretable Agent Behavior.- Semantic Web-based Interoperability for Intelligent Agents with PsyKE.- Case-based reasoning via comparing the strength order of features.- XAI Measures and Metrics.- Explainability Metrics and Properties for Counterfactual Explanation Methods.- The use of partial order relations and measure theory in developing objective measures of explainability.- AI & Law.- An Evaluation of Methodologies for Legal Formalization.- Risk and Exposure of XAI in Persuasion and Argumentation: The case of Manipulation.- Requirements for Tax XAI under Constitutional Principles and Human Rights.
autonomous agents;computer programming;deep learning;formal languages;formal logic;fuzzy logic;fuzzy sets;genetic algorithms;intelligent agents;interpretability;knowledge-based system;logic programming;machine learning;multiagent system;neural networks;ontologies;semantics