@article{theparadoxofoutcomeoptimizationacausalin, title = {The Paradox of Outcome Optimization: A Causal Information-Theoretic Bound on Reasoning Shortcuts in LLMs}, author = {Zihan Chen and Yiming Zhang and Wenxiang Geng and Zenghui Ding and Yining Sun}, year = {2026}, eprint = {2606.00674}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.00674}, }