Lifted State Policy Optimization: Internalizing Self-Correction through Transition Geometry.

arXiv:2610.20350v1 Announce Type: new Abstract: Preference optimization ranks final answers and trajectory RL maximizes aggregate returns, yet neither credits the local change that turns a flawed reasoning state into a better one. We introduce Lifted State Pol