From Decisions to Multiplicity: Frameworks, Theories, and Applications

Prakhar Ganesh

AAAI 2026technical0 citations

From Decisions to Multiplicity: Frameworks, Theories, and Applications

Abstract

Model development in AI is shaped by developer decisions. While there is significant research on the opportunities and risks of multiplicity, little attention has been paid to how developer decisions impact multiplicity. My thesis focuses on (a) introducing broader frameworks to better situate and analyze developer decisions in AI, (b) identifying theoretical connections to characterize the influence of these decisions on multiplicity, and (c) operationalizing these insights across various applications, thus building responsible AI models with multiplicity.

BibTeX

@inproceedings{aaai2026_fromdecisionstom,
  title = {From Decisions to Multiplicity: Frameworks, Theories, and Applications},
  author = {Prakhar Ganesh},
  booktitle = {AAAI 2026},
  year = {2026}
}