ADAPTIVE SIMILARITY-DRIVEN APPROACHES FOR CONTINUAL LEARNING: BRIDGING TASK-AWARE AND TASK-FREE PARADIGMS. ijaair 2025, 2 (01), 1-6. https://doi.org/10.55640/ijaair-v02i01-01.