New arXiv work formalizes limits on autoregressive token generation via sequential samplers, showing small-state samplers can be simulated statelessly with exponential overhead, and that they can't enable certain…

#AI #Cybersecurity #LLMAlignment #Cryptography
https://arxiv.org/abs/2610.14615