Ren Zhuang

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

LSPO is introduced, which establishes this finite, cost-adjusted transition as the primary unit of learning, and each textual answer is augmented with a learned continuous coordinate, forming a lifted state that an energy function evaluates and orders.