Value-Based Rationales Improve Social Experience: A Multiagent Simulation Study
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arXiv
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866929458907185152 |
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| author | Tzeng, Sz-Ting Ajmeri, Nirav Singh, Munindar P. |
| author_facet | Tzeng, Sz-Ting Ajmeri, Nirav Singh, Munindar P. |
| contents | We propose Exanna, a framework to realize agents that incorporate values in decision making. An Exannaagent considers the values of itself and others when providing rationales for its actions and evaluating the rationales provided by others. Via multiagent simulation, we demonstrate that considering values in decision making and producing rationales, especially for norm-deviating actions, leads to (1) higher conflict resolution, (2) better social experience, (3) higher privacy, and (4) higher flexibility. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2408_02117 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Value-Based Rationales Improve Social Experience: A Multiagent Simulation Study Tzeng, Sz-Ting Ajmeri, Nirav Singh, Munindar P. Multiagent Systems Artificial Intelligence Machine Learning We propose Exanna, a framework to realize agents that incorporate values in decision making. An Exannaagent considers the values of itself and others when providing rationales for its actions and evaluating the rationales provided by others. Via multiagent simulation, we demonstrate that considering values in decision making and producing rationales, especially for norm-deviating actions, leads to (1) higher conflict resolution, (2) better social experience, (3) higher privacy, and (4) higher flexibility. |
| title | Value-Based Rationales Improve Social Experience: A Multiagent Simulation Study |
| topic | Multiagent Systems Artificial Intelligence Machine Learning |
| url | https://arxiv.org/abs/2408.02117 |