The World Leaks the Future: Harness Evolution for Future Prediction Agents. - Chuyang Wei; Maohang Gao; Zhixin Han; Kefei Chen; Yu Zhuang; Haoxiang Guan; Yanzhi Zhang; Yilin Cheng; Jiyan He; Huanhuan Chen; Jian Li; Yu Shi; et al. (CoRR, 2026)

FutureWorld: A Live Environment for Training Predictive Agents with Real-World Outcome Rewards. - Zhixin Han; Yanzhi Zhang; Chuyang Wei; Maohang Gao; Xiawei Yue; Kefei Chen; Yu Zhuang; Haoxiang Guan; Jiyan He; Jian Li; Yitong Duan; Yu Shi; et al. (CoRR, 2026)