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Awesome AI4Finance Papers
Long papers only. Short papers are excluded.
AI for Finance long papers organized by financial task, subtopic, and technical method. Maintained by OpenFinMind.
Scope
Covers finance-related long papers from ICML, ICLR, ACL, EMNLP, NeurIPS, and AAAI Main, and ACL / EMNLP Findings, within 2017–2026, including finance core research and financial applications. Main and Findings are stored separately and organized by financial task, subtopic, and technical method.
Separate collections
| Track | Long papers | Papers and classifications | Exports |
|---|---|---|---|
| Main | 1,310 | Tasks · Subtopics · Methods | Excel · CSV · JSONL · BibTeX |
| Findings | 187 | Tasks · Subtopics · Methods | Excel · CSV · JSONL · BibTeX |
Main and Findings each have their own indexes, paper notes, CSV, JSONL, Excel, BibTeX, and PDFs. Exported local_path values are relative to the corresponding track directory.
By venue
By financial task
Financial tasks allow multiple labels, so counts overlap; every paper also has one primary task. Subtopics describe more specific problems. Technical methods such as LLMs, reinforcement learning, graph learning, diffusion, and causal methods are recorded separately.
| Finance task / 金融任务 | Main | Findings |
|---|---|---|
| Alpha Mining / 量化因子挖掘 | 8 | 6 |
| Time Series / 时间序列 | 348 | 3 |
| Asset Pricing / 资产定价 | 10 | 0 |
| Derivatives & Hedging / 衍生品定价与对冲 | 14 | 0 |
| Portfolio & Investment / 投资组合与投资管理 | 91 | 5 |
| Trading & Microstructure / 交易与市场微观结构 | 79 | 12 |
| Market Prediction / 股价、收益与波动率预测 | 94 | 10 |
| Credit & Financial Risk / 信贷与金融风险 | 257 | 3 |
| Insurance & Actuarial / 保险与精算 | 21 | 6 |
| Fraud & AML / 欺诈检测与反洗钱 | 62 | 7 |
| Financial NLP / 金融文本、情感与事件 | 88 | 21 |
| Financial QA & Reasoning / 金融问答与数值推理 | 86 | 30 |
| Financial IR & RAG / 金融检索与RAG | 108 | 14 |
| Document AI / 票据、财报与图表理解 | 57 | 12 |
| Financial Agents / 金融Agent与决策 | 54 | 22 |
| Macro & Economic Forecasting / 宏观经济与预测 | 26 | 6 |
| Corporate Finance & Accounting / 公司金融与会计 | 44 | 16 |
| ESG & Sustainable Finance / ESG与可持续金融 | 17 | 4 |
| Banking & Customer Service / 银行业务与客户服务 | 49 | 12 |
| Blockchain & Digital Assets / 区块链与数字资产 | 40 | 3 |
| Financial Safety & Compliance / 金融安全与合规 | 84 | 16 |
| Financial Models & Benchmarks / 金融模型与评测资源 | 92 | 21 |
| Other Financial Applications / 其他金融应用 | 7 | 0 |
Classification
- Core: the research problem directly concerns finance.
- Application: a general method has substantive financial data, experiments, business cases, modeling, or a domain review; it need not be a finance-specific method.
Selection and verification details are available in the screening audit.
Resources
PDFs live under <main|findings>/pdfs/<venue>/<year>/. Publisher and author arXiv versions are distinguished and hashed with SHA-256. Admitted papers without local PDFs retain online links. Paper copyrights remain with the authors and publishers. See CONTRIBUTING.md for maintenance.
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