PEFT research continues rapidly:
- More efficient methods with fewer parameters
- Better merging and multi-adapter systems
- Architecture-specific optimizations
- Integration with quantization advances
The field evolves quickly. Methods that are state-of-the-art today may be superseded. But the fundamentals, understanding trade-offs between efficiency and quality, remain constant.