DIME: Fine-grained Interpretations of Multimodal Models via Disentangled Local Explanations

Yiwei Lyu, Paul Pu Liang, Zihao Deng, Ruslan Salakhutdinov, Louis-Philippe Morency. DIME: Fine-grained Interpretations of Multimodal Models via Disentangled Local Explanations. In Vincent Conitzer, John Tasioulas, Matthias Scheutz, Ryan Calo, Martina Mara, Annette Zimmermann, editors, AIES '22: AAAI/ACM Conference on AI, Ethics, and Society, Oxford, United Kingdom, May 19 - 21, 2021. pages 455-467, ACM, 2022. [doi]

@inproceedings{LyuLDSM22,
  title = {DIME: Fine-grained Interpretations of Multimodal Models via Disentangled Local Explanations},
  author = {Yiwei Lyu and Paul Pu Liang and Zihao Deng and Ruslan Salakhutdinov and Louis-Philippe Morency},
  year = {2022},
  doi = {10.1145/3514094.3534148},
  url = {https://doi.org/10.1145/3514094.3534148},
  researchr = {https://researchr.org/publication/LyuLDSM22},
  cites = {0},
  citedby = {0},
  pages = {455-467},
  booktitle = {AIES '22: AAAI/ACM Conference on AI, Ethics, and Society, Oxford, United Kingdom, May 19 - 21, 2021},
  editor = {Vincent Conitzer and John Tasioulas and Matthias Scheutz and Ryan Calo and Martina Mara and Annette Zimmermann},
  publisher = {ACM},
  isbn = {978-1-4503-9247-1},
}