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Latent communication channels, even when trained benignly, can be significantly more susceptible to harmful compliance than text-based communication, with a targeted RL attack boosting harmfulness from 27.9% to 76.9%.
Timing human supervision across a test stream proves far more impactful than intra-batch sample selection, matching full active test-time adaptation performance while querying only a fraction of test batches.
