@article{adaptivetesttimecomputeallocationvialear, title = {Adaptive Test-Time Compute Allocation via Learned Heuristics over Categorical Structure}, author = {Shuhui Qu}, year = {2026}, eprint = {2602.03975}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.03975}, }