LoCA: Forward-Only LLM Tuning after One-Shot Calibration with Local Credit Assignment

Linhan Xia, Rui Liu, Zhaofeng Zhang +3

Parameter-efficient post-training reduces the number of trainable parameters, but still requires repeated end-to-end backpropagation through the frozen backbone. Every adaptation s…