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{
"title": "Oracle3: Autonomous Prediction Market Trading Agent",
"description": "Open-source Python framework that operationalizes a Wang Transform pricing engine — calibrated by hierarchical maximum-likelihood estimation on 291,309 resolved binary contracts — and drives automated trading across Kalshi, Polymarket, and Solana DFlow. Includes eight constraint-based arbitrage strategies, model Greeks, Kelly-sized execution, dual-layer risk management, and on-chain audit trails via Jito bundles and the Solana Memo program.",
"creators": [
{
"name": "Yang, Yicheng",
"affiliation": "University of Illinois Urbana-Champaign",
"orcid": "0009-0000-7973-6931"
}
],
"upload_type": "software",
"license": "Apache-2.0",
"access_right": "open",
"keywords": [
"prediction markets",
"Wang Transform",
"favorite-longshot bias",
"quantitative finance",
"hierarchical MLE",
"Kelly criterion",
"arbitrage",
"Polymarket",
"Kalshi",
"Solana",
"DFlow",
"autonomous agent",
"algorithmic trading",
"Python"
],
"communities": [
{"identifier": "open-source"}
],
"related_identifiers": [
{
"scheme": "url",
"identifier": "https://github.com/YichengYang-Ethan/oracle3",
"relation": "isSupplementTo",
"resource_type": "software"
},
{
"scheme": "url",
"identifier": "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6468338",
"relation": "isSupplementTo",
"resource_type": "publication-workingpaper"
},
{
"scheme": "url",
"identifier": "https://github.com/YichengYang-Ethan/prediction-market-pricing",
"relation": "isDerivedFrom",
"resource_type": "software"
}
],
"references": [
"Yang, Y. (2026). Pricing Prediction Markets: Risk Premiums, Incomplete Markets, and a Decomposition Framework. Working Paper, University of Illinois Urbana-Champaign. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6468338",
"Wang, S. S. (2000). A Class of Distortion Operators for Pricing Financial and Insurance Risks. Journal of Risk and Insurance, 67(1), 15-36.",
"Thaler, R. H. and Ziemba, W. T. (1988). Anomalies: Parimutuel Betting Markets: Racetracks and Lotteries. Journal of Economic Perspectives, 2(2), 161-174.",
"Snowberg, E. and Wolfers, J. (2010). Explaining the Favorite-Long Shot Bias. Journal of Political Economy, 118(4), 723-746."
],
"language": "eng"
}