"computational budget optimization" Papers

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Learning How Hard to Think: Input-Adaptive Allocation of LM Computation

Mehul Damani, Idan Shenfeld, Andi Peng et al.

ICLR 2025posterarXiv:2410.04707
45
citations

Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL

Jiarui Yao, Yifan Hao, Hanning Zhang et al.

NeurIPS 2025posterarXiv:2505.02391
11
citations