2026
Geometry-Aware Contrastive Learning for Few-Shot Automatic Modulation Recognition
ICML 2026poster
Standard Self-Supervised Learning (SSL) for Automatic Modulation Recognition (AMR) struggles with ineffective isotropic augmentations, spectral instability, and semantic drift. To address these challenges, we propose Dynamic-Consistency Contrastive Learning (DyCo-CL), a geometry-aware framework that…