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020 _a9783031700743
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024 7 _a10.1007/978-3-031-70074-3
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072 7 _aUYQ
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072 7 _aCOM004000
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072 7 _aUYQ
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245 1 0 _aExplainable and Transparent AI and Multi-Agent Systems
_h[electronic resource] :
_b6th International Workshop, EXTRAAMAS 2024, Auckland, New Zealand, May 6–10, 2024, Revised Selected Papers /
_cedited by Davide Calvaresi, Amro Najjar, Andrea Omicini, Reyhan Aydogan, Rachele Carli, Giovanni Ciatto, Joris Hulstijn, Kary Främling.
250 _a1st ed. 2024.
264 1 _aCham :
_bSpringer Nature Switzerland :
_bImprint: Springer,
_c2024.
300 _aX, 243 p. 79 illus., 70 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
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490 1 _aLecture Notes in Artificial Intelligence,
_x2945-9141 ;
_v14847
505 0 _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.
520 _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.
650 0 _aMultiagent systems.
650 0 _aMachine learning.
_955059
650 0 _aCompilers (Computer programs).
_966172
650 0 _aNatural language processing (Computer science).
_965131
650 0 _aComputer science.
_958552
650 0 _aComputers, Special purpose.
650 1 4 _aMultiagent Systems.
650 2 4 _aMachine Learning.
_955059
650 2 4 _aCompilers and Interpreters.
_966173
650 2 4 _aNatural Language Processing (NLP).
_966164
650 2 4 _aTheory of Computation.
_967552
650 2 4 _aSpecial Purpose and Application-Based Systems.
700 1 _aCalvaresi, Davide.
_eeditor.
_0(orcid)0000-0001-9816-7439
_1https://orcid.org/0000-0001-9816-7439
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_984919
700 1 _aNajjar, Amro.
_eeditor.
_0(orcid)0000-0001-7784-6176
_1https://orcid.org/0000-0001-7784-6176
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_984920
700 1 _aOmicini, Andrea.
_eeditor.
_0(orcid)0000-0002-6655-3869
_1https://orcid.org/0000-0002-6655-3869
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_984921
700 1 _aAydogan, Reyhan.
_eeditor.
_0(orcid)0000-0002-5260-9999
_1https://orcid.org/0000-0002-5260-9999
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_984922
700 1 _aCarli, Rachele.
_eeditor.
_0(orcid)0000-0002-8689-285X
_1https://orcid.org/0000-0002-8689-285X
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_984923
700 1 _aCiatto, Giovanni.
_eeditor.
_0(orcid)0000-0002-1841-8996
_1https://orcid.org/0000-0002-1841-8996
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_984924
700 1 _aHulstijn, Joris.
_eeditor.
_0(orcid)0000-0002-5476-1062
_1https://orcid.org/0000-0002-5476-1062
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_984925
700 1 _aFrämling, Kary.
_eeditor.
_0(orcid)0000-0002-8078-5172
_1https://orcid.org/0000-0002-8078-5172
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_984926
710 2 _aSpringerLink (Online service)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031700736
776 0 8 _iPrinted edition:
_z9783031700750
830 0 _aLecture Notes in Artificial Intelligence,
_x2945-9141 ;
_v14847
856 4 0 _uhttps://doi.org/10.1007/978-3-031-70074-3
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