Parameter-efficient fine-tuning (LoRA family)
Small Data, Big Noise: Adversarial Training for Robust Parameter-Efficient Fine-Tuning
Current frontier — recent, not yet superseded in the knowledge base
0 papers critique it · 0 beat it on benchmarks
Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.