@article{bountybenchdollarimpactofaiagent, title = {BountyBench: Dollar Impact of AI Agent Attackers and Defenders on Real-World Cybersecurity Systems}, author = {Andy K. Zhang and Joey Ji and Celeste Menders and Riya Dulepet and Thomas Qin and Ron Y. Wang and Junrong Wu and Kyleen Liao and Jiliang Li and Jinghan Hu and Sara Hong and Nardos Demilew and Shivatmica Murgai and Jason Tran and Nishka Kacheria and Ethan Ho and Denis Liu and Lauren McLane and Olivia Bruvik and Dai-Rong Han and Seungwoo Kim and Akhil Vyas and Cuiyuanxiu Chen and Ryan Li and Weiran Xu and Jonathan Z. Ye and Prerit Choudhary and Siddharth M. Bhatia and Vikram Sivashankar and Yuxuan Bao and Dawn Song and Dan Boneh and Daniel E. Ho and Percy Liang}, year = {2025}, eprint = {2505.15216}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.15216v1}, }