CREDO: Variance-Guided Rubric Evolution for Replay-Corrected Credit Assignment.

arXiv:2609.24174v1 Announce Type: new Abstract: Long-horizon language agents receive sparse terminal feedback, while intermediate rubrics provide structured but potentially misspecified assessments of progress. In resettable training environments, counterfactu