LEADER 04750nam 22007935 450 001 9910888599203321 005 20240924130313.0 010 $a3-031-70074-0 024 7 $a10.1007/978-3-031-70074-3 035 $a(MiAaPQ)EBC31687142 035 $a(Au-PeEL)EBL31687142 035 $a(CKB)36181216100041 035 $a(DE-He213)978-3-031-70074-3 035 $a(EXLCZ)9936181216100041 100 $a20240924d2024 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aExplainable and Transparent AI and Multi-Agent Systems $e6th International Workshop, EXTRAAMAS 2024, Auckland, New Zealand, May 6?10, 2024, Revised Selected Papers /$fedited by Davide Calvaresi, Amro Najjar, Andrea Omicini, Reyhan Aydogan, Rachele Carli, Giovanni Ciatto, Joris Hulstijn, Kary Främling 205 $a1st ed. 2024. 210 1$aCham :$cSpringer Nature Switzerland :$cImprint: Springer,$d2024. 215 $a1 online resource (247 pages) 225 1 $aLecture Notes in Artificial Intelligence,$x2945-9141 ;$v14847 311 $a3-031-70073-2 327 $a -- 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. 330 $aThis volume constitutes the papers of several workshops which were held in conjunction with the 6th International Workshop on Explainable and Transparent AI and Multi-Agent Systems, EXTRAAMAS 2024, in Auckland, New Zealand, during May 6?10, 2024. The 13 full papers presented in this book were carefully reviewed and selected from 25 submissions. The papers are organized in the following topical sections: User-centric XAI; XAI and Reinforcement Learning; Neuro-symbolic AI and Explainable Machine Learning; and XAI & Ethics. 410 0$aLecture Notes in Artificial Intelligence,$x2945-9141 ;$v14847 606 $aMultiagent systems 606 $aMachine learning 606 $aCompilers (Computer programs) 606 $aNatural language processing (Computer science) 606 $aComputer science 606 $aComputers, Special purpose 606 $aMultiagent Systems 606 $aMachine Learning 606 $aCompilers and Interpreters 606 $aNatural Language Processing (NLP) 606 $aTheory of Computation 606 $aSpecial Purpose and Application-Based Systems 615 0$aMultiagent systems. 615 0$aMachine learning. 615 0$aCompilers (Computer programs). 615 0$aNatural language processing (Computer science). 615 0$aComputer science. 615 0$aComputers, Special purpose. 615 14$aMultiagent Systems. 615 24$aMachine Learning. 615 24$aCompilers and Interpreters. 615 24$aNatural Language Processing (NLP). 615 24$aTheory of Computation. 615 24$aSpecial Purpose and Application-Based Systems. 676 $a006.30285436 700 $aCalvaresi$b Davide$01426774 701 $aNajjar$b Amro$01426775 701 $aOmicini$b Andrea$01310442 701 $aAydogan$b Reyhan$01426776 701 $aCarli$b Rachele$01426777 701 $aCiatto$b Giovanni$01426778 701 $aHulstijn$b Joris$01770731 701 $aämling$b Kary$01426780 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910888599203321 996 $aExplainable and Transparent AI and Multi-Agent Systems$94253665 997 $aUNINA