Adaptive-Halting Policy Network for Early Classification

Published:

Recommended citation: Hartvigsen et al. (2019). "Adaptive-Halting Policy Network for Early Classification." ACM SIGKDD.

This paper proposes the first deep learning solution to Early Classification, which is the multi-objective optimization problem of picking a timestep at which a classification can be made with tunable confidence.

@inproceedings{hartvigsen2019adaptive,
  title={Adaptive-Halting Policty Network for Early Classification},
  author={Hartvigsen, Thomas and Sen, Cansu and Kong, Xiangnan and Rundensteiner, Elke},
  booktitle={Proceedings of the 25th ACM SIGKDD international conference on Knowledge discovery and data mining},
  pages={101--110},
  year={2019},
  organization={ACM}
}