FAER: Auditable Utility-Aligned Trajectory Replay for Language Model Post-Training.

arXiv:2610.00385v2 Announce Type: replace-cross Abstract: Replay selectors often rank cached trajectories by format feedback, confidence, freshness, or response length, although cache-level correctness and downstream learner utility are distinct objectives. We