
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
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
Keynote Speakers

Prof. Hao Ni
University College London
Speaker
Speaker

Prof. Alejandro Lopez-Lira
University Of Florida
Speaker
Speaker

Dr. Dhagash Mehta
Blackrock
Speaker
Speaker
Invited Speakers and Panelists
Dr. Eric Jiawei He
RBC Borealis
Speaker
Speaker
Joo Lee
Arrowpoint Investment Partners
Speaker
Speaker
Dr. Nicole Cho
JP Morgan AI
Speaker
Speaker
Stefano Pasquali
Domyn
Speaker
Speaker
Dr. Sojung Kim
Bank of Korea
Speaker
Speaker
Dr. Wonbin Ahn
LG AI Research
Speaker
Speaker
Seonkyu Lim
KFTC
Speaker
Speaker
Hye-Young Yoon
KFTC
Speaker
Speaker
Jongin Choi
K-Credit
Speaker
Speaker
Keynote Speakers

Prof. Hao Ni
University College London
Speaker

Prof. Alejandro Lopez-Lira
University Of Florida
Speaker

Dr. Dhagash Mehta
Blackrock
Speaker
Invited Speakers & Panelists
Workshop Organizers

Prof. Yongjae Lee
UNIST, South Korea

Prof. Stefan Zohren
University of Oxford, UK

Dr. Jacob Chanyeol Choi
LinqAlpha, United States

Dr. Nazanin Mehrasa
RBC Borealis, Canada

Dr. Chung-Chi Chen
AIST, Japan

Dr. Chulheum Lee
K-Credit, South Korea

Yeonhee Lee
ETRI, South Korea

Eunsook Oh
KFTC, South Korea
Workshop Organizers

Prof. Yongjae Lee
UNIST, South Korea

Prof. Stefan Zohren
University of Oxford, UK

Dr. Jacob Chanyeol Choi
LinqAlpha, United States

Dr. Nazanin Mehrasa
RBC Borealis, Canada

Dr. Chung-Chi Chen
AIST, Japan

Dr. Chulheum Lee
K-Credit, South Korea

Yeonhee Lee
ETRI, South Korea

Eunsook Oh
KFTC, South Korea
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.
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