Learn by Surprise, Commit by Proof
arXiv:2604.01951v1 Announce Type: new
Abstract: We propose LSCP, a self-gated post-training framework for autonomous knowledge acquisition: learning only what a model does not already know, verified against what it does know, at a strength proportiona…