ZOIF: Zeroth-Order Influence Function Estimation for LLM Data Selection Using Only Forward Passes.

arXiv:2610.15336v1 Announce Type: cross Abstract: Influence functions enable principled data selection for large language models (e.g., identifying influential training samples for model editing, debugging, or efficient fine-tuning). However, scaling IFs to LL