Gemini STOC to provide automated feedback to theoretical computer scientists in 2026

approvals

Vincent Cohen-Edad, Rajesh Jayaram, John Schneider and David Woodruff co-led the project(8746dB)With major contributions from Lalit Jain, Jieming Mao and Wahab Mirrokani. We also thank STOC 2026 PC Chair Artur Kazumaj and many other authors who participated in this experiment and provided their valuable feedback, useful suggestions and discussions, including Mohammad Taghi Hajighayi, Ravi Kumar, Yossi Matias, and Sergei Vasilvitsky. Finally, this work is based on the efforts of the Deep Think team: Garrett Bingham, Irene Cai, Heng-Tze Cheng, Yong Cheng, Kristen Chiafullo, Vincent Cohen-Adad, Paul Covington, Golnaz Ghiassi, Chenji Gu, Huan Gui, Anna Hosseini, Dawson Hwang, Lalit Jain, Vihan Jain, Ragha Kotiklapudi, Chenkai Kuang, Maciej Kula, Nate Cushman, Jane Labanowski, Quoc Le, Jonathan Lee, Zhaoqi Leng, Steve Li, Yaguang Li, Hanzhao (Maggie) Lin, Ivan Liu, Yuan Liu, Thang Luong, Jieming Mao, Wahab Mirrokni, Pol Moreno, Nigma Naikanti, Arunalok Pine, Shubha Raghavendra, Sashank Reddy, Nikunj Saunshi, Siamak Shakeri, Archit Sharma, Xinying Song, Qijun Tan, Yi Tai, Trieu Trinh, Theophane Weber, Winnie Xu, Zicheng Xu, Shunyu Yao, Lijun Yu, Hao Zhou, Honglei Zhuang, and Song Zuo.