Search Results for author: Huajun Xi

Found 3 papers, 2 papers with code

Delving into temperature scaling for adaptive conformal prediction

no code implementations6 Feb 2024 Huajun Xi, Jianguo Huang, Kangdao Liu, Lei Feng, Hongxin Wei

In this work, we empirically show that current confidence calibration methods (e. g., temperature scaling) normally lead to larger prediction sets in adaptive conformal prediction.

Conformal Prediction

Optimization-Free Test-Time Adaptation for Cross-Person Activity Recognition

1 code implementation28 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.

Computational Efficiency Human Activity Recognition +2

Conformal Prediction for Deep Classifier via Label Ranking

2 code implementations10 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.

Conformal Prediction

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