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_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. |
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300 |
_aX, 243 p. 79 illus., 70 illus. in color. _bonline resource. |
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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. | ||
541 |
_fUABC ; _cPerpetuidad |
||
650 | 0 | _aMultiagent systems. | |
650 | 0 | _aMachine learning. | |
650 | 0 | _aCompilers (Computer programs). | |
650 | 0 | _aNatural language processing (Computer science). | |
650 | 0 | _aComputer science. | |
650 | 0 | _aComputers, Special purpose. | |
650 | 1 | 4 | _aMultiagent Systems. |
650 | 2 | 4 | _aMachine Learning. |
650 | 2 | 4 | _aCompilers and Interpreters. |
650 | 2 | 4 | _aNatural Language Processing (NLP). |
650 | 2 | 4 | _aTheory of Computation. |
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 |
|
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 |
|
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 |
|
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 |
|
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 |
|
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 |
|
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 |
|
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 |
|
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