Yong Li

I-EDI: Robust Self-Evolution Agents via Verifiable Counterfactual Simulation

This work argues that robust evolution implies Structural Invariance: a reasoning path is valid only if its core dependency graph remains isomorphic under counterfactual perturbations, and enforces this with Verifiable Counterfactual Simulation (VCS).