Gangwoo Kim

• A unified conceptual framework that clarifies the associations and distinctions between adaptation paradigms and their underlying principles (Figure 2). • Detailed technical surveys of representative methods within each category, documenting their training objectives, architectural choices, and empirical performance across diverse benchmarks. • Systematic comparison of adaptation strategies along dimensions of cost, flexibility, generalization capability, and modularity.