Reference-state matching in partially observable or irreversible environments
Extend snapshot-based reference-state matching for Explorer-Zero’s environment-interaction verification to partially observable or irreversible environments, where the environment cannot necessarily be reset or its state fully recorded and compared.
References
Extending reference-state matching to partially observable or irreversible environments is an open problem.
— Explorer-Zero: Improving Self-Play for Long-Horizon Tasks with Decomposable Verifiable Rewards
(2610.19868 - Liu et al., 14 Oct 2026) in Appendix, Section 'Limitations' (Section \ref{app:limitations})