Author

Ilan Doron-Arad

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Preprint Aug 2026

Stochastic Autoregressive Learning

Motivated by LLMs, which generate outputs by iteratively sampling from next-token distributions, we introduce a PAC-learning model for binary stochastic autoregressive learning. This generalizes the deterministic autoregressive learning framework of Joshi et al., COLT 2025. In our model, one fixed generator assigns a B...

Ilan Doron-Arad, Idan Mehalel, Elchanan Mossel · 1 citation