@article{edgebenchunveilingscalinglawsoflearningf, title = {EdgeBench: Unveiling Scaling Laws of Learning from Real-World Environments}, author = {Deyao Zhu and Xin Zhou and Shengling Qin and Xuekai Zhu and Hangliang Ding and Shu Zhong and Zixin Wen and Zhonglin Xie and Chenhui Gou and Linxuan Ren and Yueyang Wang and Junfeng Zhong and Rui Liu and Tian Gao and Yangguang Lin and Jingyuan Zhang and Maojia Song and Xuan Qi and Jinhong Wu and Chenyang Zhang and Yinzhu Piao and Ziru Niu and Hongbin Lin and Lingxiang Meng and Peng Tang and Chengyao Tang and Shanyu Wu and Huanyu Zheng and Yu Liu and Liya Zhu and He Wang and Ming Ding and Ziyu Wan and Hao Liu and Sibo Wang and Haotian Zhu and Xintian Zhang and Nan Chai and Yipeng Liu and Panhao Lai and Sihang Yuan and Zixin Su and Ge Zhang and Wangchunshu Zhou and Yantao Du and Wenhao Huang and Guang Shi}, year = {2026}, eprint = {2607.05155}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.05155}, }