AAAI

Think Shallow, Solve Deep: Controlling Recurrent Dynamics for Reliable Test-Time Depth

浅思深解：控制循环动态以实现可靠的测试时深度

Ivan Viakhirev, Kirill Borodin, Amirah Almutairi, Serguei Barannikov, Maxim Abramov, Grach Mkrtchian

AI总结 该研究针对循环深度推理器的测试时迭代问题，提出通过控制算子动态状态实现深度安全，提升了数独等任务的外推准确率，为循环模型的可靠深度推理提供了准则。

Comments Submitted to the Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI-27)