arXiv · cs.AI · Muhammad Huzaifa, Lea Sch\"onherr, Thorsten Eisenhofer2026-11-03 13:00 · 12 小时前模型评分36

WISE-ATTA：预算受限的主动测试时适应中何时请求标签

WISE-ATTA: When to Ask for Labels in Budgeted Active Test-Time Adaptation

导读

研究提出预算受限的主动测试时适应（ATTA，Active Test-Time Adaptation）设定，即只有部分测试批次可获得标签，核心问题从“批内标什么”转为“何时施加监督”。

分类置信度

中 · 待人工复核

来源级别：媒体与个人

事件类型：研究发布

证据摘录

“To address this challenge, we propose a budget-aware approach WISE-ATTA that allocates supervision over the test stream based on lightweight signals computed online, prioritizing periods where supervision is likely to be most useful.”

来源：arXiv · cs.AI · arxiv.org