@article{improvingllmagentswithreinforcement, title = {Improving LLM Agents with Reinforcement Learning on Cryptographic CTF Challenges}, author = {Lajos Muzsai and David Imolai and András Lukács}, year = {2025}, eprint = {2506.02048}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.02048v1}, }