ANO: Robust Policy Optimization via Bounded, Redescending Gain Fields.

arXiv:2605.02320v3 Announce Type: replace Abstract: Proximal Policy Optimization (PPO) dominates reinforcement learning and LLM alignment, yet its hard-clipping mechanism and unconstrained alternatives (e.g., SPO) sit at two extremes of a stability-efficiency