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cff-version: 1.2.0
title: 'Oracle3: Autonomous Prediction Market Trading Agent'
message: >-
If you use this software, please cite both the software and the working paper.
type: software
authors:
- given-names: Yicheng
family-names: Yang
email: yy85@illinois.edu
affiliation: University of Illinois Urbana-Champaign
orcid: 'https://orcid.org/0009-0000-7973-6931'
repository-code: 'https://github.com/YichengYang-Ethan/oracle3'
url: 'https://yichengyang-ethan.github.io/oracle3/'
doi: 10.5281/zenodo.20062549
identifiers:
- type: doi
value: 10.5281/zenodo.20062549
description: Software DOI (Zenodo) for v1.1.1 and later releases
abstract: >-
Oracle3 is an open-source autonomous trading agent that operationalizes the
Wang Transform pricing model across multiple prediction-market venues
(Kalshi, Polymarket, Solana DFlow). It includes a hierarchical MLE estimator
calibrated on 291,309 resolved contracts, eight constraint-based arbitrage
strategies, model Greeks, Kelly-sized execution, and on-chain Solana
trading via Jito bundles.
keywords:
- prediction-markets
- wang-transform
- quantitative-finance
- hierarchical-mle
- kelly-criterion
- polymarket
- kalshi
- solana
- autonomous-agent
- arbitrage
license: Apache-2.0
version: 1.1.2
date-released: '2026-05-07'
preferred-citation:
type: article
title: >-
Pricing Prediction Markets: Risk Premiums, Incomplete Markets, and a
Decomposition Framework
authors:
- given-names: Yicheng
family-names: Yang
affiliation: University of Illinois Urbana-Champaign
year: 2026
url: 'https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6468338'
notes: 'Working paper, UIUC. SSRN abstract_id=6468338'