Original ResearchPublished 8 September 2026A transformer-FSL-GAN framework for multiclass water quality classification under limited data conditionsAshikur Rahman · Gwo Chin Chung · Yin Hoe NgFrontiers in Waterdoi 10.3389/frwa.2026.1902772