Intervention-Certified Amplification: A Validity Gate for $\sigma$-Weighted Post-Training.

arXiv:2610.33882v1 Announce Type: cross Abstract: Hybrid post-training often mixes supervised fine-tuning (SFT) and reinforcement learning (RL), using training-side signals to set each sample's balance. Such signals characterize the anchor data and policy, but