Advances in Financial AI:
Innovations, Risk, and Responsibility

in the Era of LLMs

Advances in Financial AI:
Innovations, Risk, and Responsibility

in the Era of LLMs

Advances in Financial AI:
Innovations, Risk, and Responsibility

in the Era of LLMs

Workshop at CIKM 2025

Workshop at CIKM 2025

Registration

Key Dates

  • Submission deadline: September 14th, 2025 (AoE)

  • Author notification: September 30th, 2025 (AoE)

  • Camera-ready submission: October 31st, 2025 (AoE)

  • Workshop date: November 14th, 2025

  • Submission deadline: September 14th, 2025 (AoE)

  • Author notification: September 30th, 2025 (AoE)

  • Camera-ready submission: October 31st, 2025 (AoE)

  • Workshop date: November 14th, 2025

Location

COEX in Gangnam, Seoul, South Korea

Workshop Contact

Prof. Yongjae Lee

advancesinfinancialai@gmail.com

The goal of the workshop is to explore the evolving landscape of machine learning and AI applications in finance, with a particular focus on the emerging roles of Large Language Models (LLMs), responsible AI practices, and risk-aware decision-making.

The goal of the workshop is

to explore the evolving landscape of machine learning and AI applications in finance, with a particular focus

on the emerging roles of Large Language Models (LLMs), responsible AI practices, and risk-aware

decision-making.

The goal of the workshop is to explore the evolving landscape of

machine learning and AI applications in finance, with a particular focus on

the emerging roles of Large Language Models (LLMs), responsible AI practices, and risk-aware decision-making.

Workshop Abstract

Workshop Abstract

The finance sector is seeing a rapid increase in the application of machine learning and AI, with Large Language Models (LLMs), ESG (Environmental, Social, and Governance) investing, and AI Safety significantly reshaping the field. This workshop focuses on how these advancements intersect with core financial AI applications. We will foster interdisciplinary discussion on applying LLMs to finance, addressing challenges in multilingual and non-English markets like Korea. The event will also highlight the integration of ESG signals into algorithmic decision-making and explore AI Safety, emphasizing reliability, fairness, and explainability for AI systems in regulated financial environments. By bringing together experts from academia, industry, and regulatory bodies, the workshop aims to stimulate discussions on practical issues, ethical dilemmas, and cutting-edge research shaping financial AI's future. We welcome submissions that combine technical rigor with societal relevance in AI-driven financial decisions.

Call for Papers

Call for Papers

Submit

Workshop Theme and Topics


This workshop explores the evolving landscape of machine learning and AI applications in finance, with a particular focus on the emerging roles of Large Language Models (LLMs), responsible AI practices, and risk-aware decision-making. As financial institutions increasingly adopt AI technologies, the demand for interpretable, trustworthy, and domain-aligned models is higher than ever. This workshop aims to bridge technical advances with real-world constraints, regulatory expectations, and ethical considerations.


Topics of Interest include, but are not limited to:

  • LLMs for financial applications: fine-tuning, prompting, retrieval, and evaluation

  • Risk modeling and robust learning under distributional shifts in financial data

  • AI safety, fairness, and explainability in high-stakes financial environments

  • Multi-lingual and region-specific challenges in applying AI to finance

  • Responsible AI development and deployment in fintech, banking, and asset management

Workshop Theme and Topics


This workshop explores the evolving landscape of machine learning and AI applications in finance, with a particular focus on the emerging roles of Large Language Models (LLMs), responsible AI practices, and risk-aware decision-making. As financial institutions increasingly adopt AI technologies, the demand for interpretable, trustworthy, and domain-aligned models is higher than ever. This workshop aims to bridge technical advances with real-world constraints, regulatory expectations, and ethical considerations.


Topics of Interest include, but are not limited to:

  • LLMs for financial applications: fine-tuning, prompting, retrieval, and evaluation

  • Risk modeling and robust learning under distributional shifts in financial data

  • AI safety, fairness, and explainability in high-stakes financial environments

  • Multi-lingual and region-specific challenges in applying AI to finance

  • Responsible AI development and deployment in fintech, banking, and asset management


Submission
Guidelines

Submission Guidelines

Submission
Guidelines

We welcome original research contributions, as well as working papers that foster discussion among students, academic researchers, and industry professionals. All submissions must adhere to the CIKM formatting guidelines, available at: https://www.acm.org/publications/proceedings-template.

  • Long Papers: Up to 8 pages, excluding references and appendices.

  • Short Papers: Up to 4 pages, excluding references and appendices.


At least one author of each accepted paper must register for and attend the workshop in person to present their work.

Failure to do so will result in the withdrawal of the paper from the workshop.


We welcome original research contributions, as well as working papers that foster discussion among students, academic researchers, and industry professionals. All submissions must adhere to the CIKM formatting guidelines, available at: https://www.acm.org/publications/proceedings-template.

  • Long Papers: Up to 8 pages, excluding references and appendices.

  • Short Papers: Up to 4 pages, excluding references and appendices.


At least one author of each accepted paper must register for and attend the workshop in person to present their work.

Failure to do so will result in the withdrawal of the paper from the proceedings.

Review and
Acceptance Process

Review and
Acceptance Process

Review and
Acceptance
Process


Submission System & Process


Submissions are to be made through the OpenReview platform. Authors must submit the paper content (PDF document), title, author names, contact details, and a brief abstract electronically through the workshop’s submission site. At least one author of each accepted paper is required to attend the conference to present their work.


Review Process


This workshop will follow a single-blind review process, where authors’ identities are known to the reviewers, but reviewers’ identities are not disclosed to the authors. There will be no rebuttal period, and all submissions will be treated with strict confidentiality.


Accepted Papers

All accepted papers will be invited to participate in the poster session. Participants are required to print and bring their own posters to the event. Detailed specifications on poster format and requirements will be provided by the organizers after acceptance.


Selected papers may also be given the opportunity for an oral presentation, subject to scheduling constraints.


Please note that the workshop is non-archival and will not have official proceedings. Only the author names and titles of accepted papers will appear on the website, with no disclosure of any content.


Submission System & Process


Submissions are to be made through the OpenReview platform. Authors must submit the paper content (PDF document), title, author names, contact details, and a brief abstract electronically through the workshop’s submission site. At least one author of each accepted paper is required to attend the conference to present their work.


Review Process


This workshop will follow a single-blind review process, where authors’ identities are known to the reviewers, but reviewers’ identities are not disclosed to the authors. There will be no rebuttal period, and all submissions will be treated with strict confidentiality.


Accepted Papers

All accepted papers will be invited to participate in the poster session. Participants are required to print and bring their own posters to the event. Detailed specifications on poster format and requirements will be provided by the organizers after acceptance.


Selected papers may also be given the opportunity for an oral presentation, subject to scheduling constraints.


Please note that the workshop is non-archival and will not have official proceedings. Only the author names and titles of accepted papers will appear on the website, with no disclosure of any content.


Submission System


Submissions are to be made through the OpenReview platform. Authors must submit the paper content (PDF document), title, author names, contact details, and a brief abstract electronically through the workshop’s submission site. At least one author of each accepted paper is required to attend the conference to present their work.


Review Process


This workshop will follow a single-blind review process, where authors’ identities are known to the reviewers, but reviewers’ identities are not disclosed to the authors. There will be no rebuttal period, and all submissions will be treated with strict confidentiality.


Accepted Papers

All accepted papers will be invited to participate in the poster session. Participants are required to print and bring their own posters to the event. Detailed specifications on poster format and requirements will be provided by the organizers after acceptance.


Selected papers may also be given the opportunity for an oral presentation, subject to scheduling constraints.


Please note that the workshop is non-archival and will not have official proceedings. Only the author names and titles of accepted papers will appear on the website, with no disclosure of any content.

Contact

For further details and submission guidelines, please contact

For further details and submission guidelines, please contact Prof. Yongjae Lee at yongjaeleee@gmail.com.

For further details and submission guidelines, please contact Prof. Yongjae Lee

at

advancesinfinancialai@gmail.com