no code implementations • 6 Feb 2024 • Huajun Xi, Jianguo Huang, Lei Feng, Hongxin Wei
Conformal prediction, as an emerging uncertainty qualification technique, constructs prediction sets that are guaranteed to contain the true label with high probability.
1 code implementation • 28 Oct 2023 • Shuoyuan Wang, Jindong Wang, Huajun Xi, Bob Zhang, Lei Zhang, Hongxin Wei
However, the high computational cost of optimization-based TTA algorithms makes it intractable to run on resource-constrained edge devices.
3 code implementations • 10 Oct 2023 • Jianguo Huang, Huajun Xi, Linjun Zhang, Huaxiu Yao, Yue Qiu, Hongxin Wei
Conformal prediction is a statistical framework that generates prediction sets containing ground-truth labels with a desired coverage guarantee.