MAINLE: A Multi-Agent, Interactive, Natural Language Local Explainer of Classification Tasks

Paulo Bruno S. Serafim, Rômulo Férrer Filho, Stenio Freitas, Gizem Gezici, Fosca Giannotti, Franco Raimondi, Alexandre Santos

ECML-PKDD 2025 pp. 149-165

doi:10.1007/978-3-032-06078-5_9 /ecmlpkdd/2025/serafim2025ecmlpkdd-mainle/

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Text

Serafim et al. "MAINLE: A Multi-Agent, Interactive, Natural Language Local Explainer of Classification Tasks." European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2025. doi:10.1007/978-3-032-06078-5_9

Markdown

[Serafim et al. "MAINLE: A Multi-Agent, Interactive, Natural Language Local Explainer of Classification Tasks." European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2025.](https://mlanthology.org/ecmlpkdd/2025/serafim2025ecmlpkdd-mainle/) doi:10.1007/978-3-032-06078-5_9

BibTeX

@inproceedings{serafim2025ecmlpkdd-mainle,
  title     = {{MAINLE: A Multi-Agent, Interactive, Natural Language Local Explainer of Classification Tasks}},
  author    = {Serafim, Paulo Bruno S. and Filho, Rômulo Férrer and Freitas, Stenio and Gezici, Gizem and Giannotti, Fosca and Raimondi, Franco and Santos, Alexandre},
  booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases},
  year      = {2025},
  pages     = {149-165},
  doi       = {10.1007/978-3-032-06078-5_9},
  url       = {https://mlanthology.org/ecmlpkdd/2025/serafim2025ecmlpkdd-mainle/}
}