AAAI 2026technical0 citations

BiO-HMC: Dynamic Human-Machine Collaboration for Consensus Decision-Making via Bilevel Optimization

Yinghui Pan, Shuaijie Zhao, Shenbao Yu, Zongyang Liu, Yifeng Zeng, Han Liu, Mingwei Lin

Abstract

Consensus decision-making uses crowd responses (usually from non-experts) to questions to reach a consensus answer based on human-machine collaboration. The crucial point is dynamic, which should not only enable rapid self-iteration toward the correct answer through crowd workers

BibTeX
@inproceedings{aaai2026_biohmcdynamichum,
  title = {BiO-HMC: Dynamic Human-Machine Collaboration for Consensus Decision-Making via Bilevel Optimization},
  author = {Yinghui Pan and Shuaijie Zhao and Shenbao Yu and Zongyang Liu and Yifeng Zeng and Han Liu and Mingwei Lin},
  booktitle = {AAAI 2026},
  year = {2026}
}
BiO-HMC: Dynamic Human-Machine Collaboration for Consensus Decision-Making via Bilevel Optimization · AAAI 2026