@article{latentspacecontrastivereinforcementlearn, title = {Latent-Space Contrastive Reinforcement Learning for Stable and Efficient LLM Reasoning}, author = {Lianlei Shan and Han Chen and Yixuan Wang and Zhenjie Liu and Wei Li}, year = {2026}, eprint = {2601.17275}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.17275}, }