Beyond model adaptation at test time: A survey

Z **ao, CGM Snoek - arxiv preprint arxiv:2411.03687, 2024 - arxiv.org
Machine learning algorithms have achieved remarkable success across various disciplines,
use cases and applications, under the prevailing assumption that training and test samples …

Cross-Device Collaborative Test-Time Adaptation

G Chen, S Niu, D Chen, S Zhang, C Li… - The Thirty-eighth …, 2024 - openreview.net
In this paper, we propose test-time Collaborative Lifelong Adaptation (CoLA), which is a
general paradigm that can be incorporated with existing advanced TTA methods to boost the …

Model collaboration framework design for space-air-ground integrated networks

S Zhang - Computer Networks, 2025 - Elsevier
Abstract The sixth-generation (6G) of wireless networks is expected to surpass its
predecessors by offering ubiquitous coverage of sensing, communication, and computing by …