2 papers
cs.LG2026
Unlocking the Forecasting Economy: A Suite of Datasets for the Full Lifecycle of Prediction Market: [Experiments \& Analysis]
Huaiyu Jia, Luofeng Zhou, Wentao Zhang +3
Prediction markets are markets for trading claims on universal future events (e.g., presidential elections). Fueled by a meteoric surge with over $50 billion trading volume, they…
cs.LG2026
Towards Event-Aware Forecasting in DeFi: Insights from On-chain Automated Market Maker Protocols
Huaiyu Jia, Jiehshun You, Yizhi Luo +2
Automated Market Makers (AMMs), as a core infrastructure of decentralized finance (DeFi), uniquely drive on-chain asset pricing through a deterministic reserve ratio mechanism. Unl…