| Year | Title | Author | Publication | Code | Tasks | Notes | Datasets | Notions |
|---|---|---|---|---|---|---|---|---|
| 2018 | Efficient active learning of sparse halfspaces | Zhang | COLT | - | Theory |
We study the problem of efficient PAC active learning of homogeneous linear classifiers, where the goal is to learn a halfspace with low error using as few label queries as possible. | ||
| 2017 | Adaptivity to Noise Parameters in Nonparametric Active Learning | Andrea and Samory | COLT | - | Nonparametric classification, Thory |
This work addresses various open questions in the theory of active learning for nonparametric classification |