“ADAPTIVE SIMILARITY-DRIVEN APPROACHES FOR CONTINUAL LEARNING: BRIDGING TASK-AWARE AND TASK-FREE PARADIGMS”, ijaair, vol. 2, no. 01, pp. 1–6, Jan. 2025, doi: 10.55640/ijaair-v02i01-01.