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arXiv1d ago
5.0

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, Yitong Duan, Shuxin Zheng

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Analysis

Viral velocity
low
Implementation gapYES
Novelty7/10
Categorypaper
Topics
agentspredictionrl

Opportunity Brief

Build an agent environment that uses evolutionary strategies to predict future outcomes based on current public information streams.

Suggested repo: future-scope

"Predict unfolding events by evolving agent hypotheses."

Estimated effort: 90h