05609nam a22006975i 4500 978-3-031-70074-3 DE-He213 20251030113103.0 cr nn 008mamaa 240924s2024 sz | s |||| 0|eng d 9783031700743 978-3-031-70074-3 10.1007/978-3-031-70074-3 doi QA76.76.I58 UYQ bicssc COM004000 bisacsh UYQ thema Explainable and Transparent AI and Multi-Agent Systems [electronic resource] : 6th International Workshop, EXTRAAMAS 2024, Auckland, New Zealand, May 6–10, 2024, Revised Selected Papers / edited by Davide Calvaresi, Amro Najjar, Andrea Omicini, Reyhan Aydogan, Rachele Carli, Giovanni Ciatto, Joris Hulstijn, Kary Främling. 1st ed. 2024. Cham : Springer Nature Switzerland : Imprint: Springer, 2024. X, 243 p. 79 illus., 70 illus. in color. online resource. text txt rdacontent computer c rdamedia online resource cr rdacarrier text file PDF rda Lecture Notes in Artificial Intelligence, 2945-9141 ; 14847 -- User-centric XAI. -- Effect of Agent Explanations Using Warm and Cold Language on User Adoption of Recommendations for Bandit Problem. -- Evaluation of the User-centric Explanation Strategies for Interactive Recommenders. -- Can Interpretability Layouts Influence Human Perception of Offensive Sentences?. -- A Framework for Explainable Multi-purpose Virtual Assistants: A Nutrition-Focused Case Study. -- XAI and Reinforcement Learning. -- Learning Temporal Task Specifications From Demonstrations. -- Temporal Explanations for Deep Reinforcement Learning Agents. -- An Adaptive Interpretable Safe-RL Approach for Addressing Smart Grid Supply-side Uncertainties. -- Model-Agnostic Policy Explanations: Biased Sampling for Surrogate Models. -- Neuro-symbolic AI and Explainable Machine Learning. -- Explanation of Deep Learning Models via Logic Rules Enhanced by Embeddings Analysis, and Probabilistic Models. -- py ciu image: a Python library for Explaining Image Classification with Contextual Importance and Utility. -- Towards interactive and social explainable artificial intelligence for digital history. -- XAI & Ethics. -- Explainability and Transparency in Practice: A Comparison Between Corporate and National AI Ethics Guidelines in Germany and China. -- The Wildcard XAI: from a Necessity, to a Resource, to a Dangerous Decoy. This volume constitutes the papers of several workshops which were held in conjunction with the 6th International Workshop on Explainable and Transparent AI and Multi-Agent Systems, EXTRAAMAS 2024, in Auckland, New Zealand, during May 6–10, 2024. The 13 full papers presented in this book were carefully reviewed and selected from 25 submissions. The papers are organized in the following topical sections: User-centric XAI; XAI and Reinforcement Learning; Neuro-symbolic AI and Explainable Machine Learning; and XAI & Ethics. Multiagent systems. Machine learning. 55059 Compilers (Computer programs). 66172 Natural language processing (Computer science). 65131 Computer science. 58552 Computers, Special purpose. Multiagent Systems. Machine Learning. 55059 Compilers and Interpreters. 66173 Natural Language Processing (NLP). 66164 Theory of Computation. 67552 Special Purpose and Application-Based Systems. Calvaresi, Davide. editor. (orcid)0000-0001-9816-7439 https://orcid.org/0000-0001-9816-7439 edt http://id.loc.gov/vocabulary/relators/edt 84919 Najjar, Amro. editor. (orcid)0000-0001-7784-6176 https://orcid.org/0000-0001-7784-6176 edt http://id.loc.gov/vocabulary/relators/edt 84920 Omicini, Andrea. editor. (orcid)0000-0002-6655-3869 https://orcid.org/0000-0002-6655-3869 edt http://id.loc.gov/vocabulary/relators/edt 84921 Aydogan, Reyhan. editor. (orcid)0000-0002-5260-9999 https://orcid.org/0000-0002-5260-9999 edt http://id.loc.gov/vocabulary/relators/edt 84922 Carli, Rachele. editor. (orcid)0000-0002-8689-285X https://orcid.org/0000-0002-8689-285X edt http://id.loc.gov/vocabulary/relators/edt 84923 Ciatto, Giovanni. editor. (orcid)0000-0002-1841-8996 https://orcid.org/0000-0002-1841-8996 edt http://id.loc.gov/vocabulary/relators/edt 84924 Hulstijn, Joris. editor. (orcid)0000-0002-5476-1062 https://orcid.org/0000-0002-5476-1062 edt http://id.loc.gov/vocabulary/relators/edt 84925 Främling, Kary. editor. (orcid)0000-0002-8078-5172 https://orcid.org/0000-0002-8078-5172 edt http://id.loc.gov/vocabulary/relators/edt 84926 SpringerLink (Online service) Springer Nature eBook Printed edition: 9783031700736 Printed edition: 9783031700750 Lecture Notes in Artificial Intelligence, 2945-9141 ; 14847 https://doi.org/10.1007/978-3-031-70074-3 ZDB-2-SCS ZDB-2-SXCS ZDB-2-LNC 63671 63671