Counterfactual Self-Evolving Agents for Evidence-Grounded Reasoning.

arXiv:2609.32870v1 Announce Type: new Abstract: Self-play proposer--solver methods improve reasoning by generating tasks and learning from verified solutions. However, for evidence-identifiable tasks, where case-specific evidence and domain knowledge determine