CAMELL: Confidence-based Acquisition Model for Efficient Self-supervised Active Learning with Label Validation

C van Niekerk, C Geishauser, M Heck, S Feng… - arXiv preprint arXiv …, 2023 - arxiv.org
Supervised neural approaches are hindered by their dependence on large, meticulously
annotated datasets, a requirement that is particularly cumbersome for sequential tasks. The …

Automatic wireless signal classification: A neural-induced support vector machine-based approach

AH Wahla, L Chen, Y Wang, R Chen - Information, 2019 - mdpi.com
Automatic Classification of Wireless Signals (ACWS), which is an intermediate step between
signal detection and demodulation, is investigated in this paper. ACWS plays a crucial role …