Generative Recursive Reasoning

In three linesGRAM (Generative Recursive reAsoning Models) extends deterministic recursive reasoning models by introducing multiple stochastic latent trajectories. Trained with amortized variational inference, GRAM improves over deterministic recurrent and recursive baselines on structured reasoning and multi-solution constraint satisfaction tasks, with unconditional generation capability.

Summary generated by Claude — human-verified