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The inaugural University of Maryland Center for Financial Policy (CFP), Singapore Management University's Sim Kee Boon Institute (SKBI), UBS Quant Investment Forum will be held in Singapore, bringing together leading academics and industry practitioners for a focused 1.5-day meeting on the transformative role of Artificial Intelligence and other new technologies in finance, with a focus on investment management and trading.

The forum is designed to be an intimate, high-quality venue for in-depth discussion and feedback. We seek pioneering papers that bridge rigorous academic research and practical application, with a special interest in investment-focused studies. The forum covers papers that:

  • Apply novel AI methodologies to solve core problems in investments and financial markets.
  • Utilize alternative data or foundational models to generate actionable insights for asset management, trading, or risk assessment.
  • Offer relevant perspectives for Asian markets and the broader global investment community.

View the Call For Papers

_________

 

Date: 15-16 June 2026
Venue: UBS University (9 Penang Road, 23845)

 

Programme & Materials

Note: Underlined names indicate the presenting co-author.

 

Day 1  (June 15, Monday)

9:00–9:15: Welcome Remarks — Paul-J Winter (UBS) & Russ Wermers (University of Maryland)


Session 1: AI as Researcher — Capabilities, Errors, and Disagreement (9:15–Noon)

Chaired by Bohui Zhang (CUHK Shenzhen)

  • 9:15–10:00: Can AI Do Financial Research? LLM-Guided Hypothesis Discovery in Asset Pricing  

    Miao Liu (Boston College), Huan Liu (Google), and Danqing Mei (CKGSB)   PAPER SLIDES

    Discussant: Gang Li (CUHK)  

  • 10:00–10:45: AI “Errors”

    Shihao Yu (SMU), Wenqian Huang (BIS), and Albert J. Menkveld (VU Amsterdam)   PAPER    SLIDES

    Discussant: James O’Donovan (CityU HK)    SLIDES

10:45–11:15: Coffee Break

  • 11:15–12:00: When Machines Disagree: Evidence from Large Language Models

    Si Cheng (Syracuse University), Lin Hu (ANU), and Kun Li (ANU)   PAPER     SLIDES

    Discussant: Byoung-Hyoun Hwang (NTU)    SLIDES

12:00–2:00: Lunch
 


Lunch Talk (12:45–1:45) 

Generative AI and Knowledge-Informed Deep Learning for Asset Pricing and Investment Management, Lin William Cong (NTU)    SLIDES

Click on the links below to view relevant papers:
AlphaPortfolio | Panel Tree | Uncommon Factors | Mosaics of Predictability | SKINNS

 


Session 2: Machine Learning in Investments (2:00–5:15)

Chaired by Melvyn Teo (SMU)

  • 2:00–2:45: Distant Investments: Decoding Mutual Fund Skill through Fund-Firm Semantic Alignment

    Xiyuan Ma (SMU), Matthew Spiegel (Yale), Hong Zhang (SMU), and Yijun Zhou (FSU)   PAPER    SLIDES

    Discussant: Hongye Guo (HKU)   SLIDES

2:45–3:15: Coffee Break

  • 3:15–4:00: Active Machine-Learning-Based Trading and Mutual Fund Performance

    Xiaowen Hu (Southern Methodist), Maximilian Rohrer (NHH), and Hanjiang Zhang (WSU)    PAPER    SLIDES

    Discussant: Qifei Zhu (NUS) SLIDES

  • 4:00–4:45: Conditional Asset Pricing with Text-Managed Portfolios

    Jian Feng (PKU), Jiantao Huang (HKU), Shiyang Huang (HKU), and Ran Shi (U Colorado)    PAPER    SLIDES

    Discussant: Frank Weikai Li (CityU HK) SLIDES

4:45–5:15: Networking and Discussion Break

 

Day 2 (June 16, Tuesday)


Session 3: Informational Networks and Market Frictions (9:00–Noon)

Chaired by Wenlan Qian (NUS)

 

  • 9:00–9:45: When LLMs Go Abroad: Foreign Bias in AI Financial Predictions

    Xiang Yi (HK PolyU), Sean Cao (U Maryland), and Charles C.Y. Wang (Harvard)

    Discussant: Bohui Zhang (CUHK Shenzhen) SLIDES

  • 9:45–10:30: The Network Foundations of Credit Counterparty Risk: Theory and Evidence

    Belinda Chen (SAIF/SJTU), and Jonathan Brogaard (U Utah) PAPER SLIDES

    Discussant: Zhuo Chen (PBCSF, Tsinghua) SLIDES

10:30–11:00: Coffee Break

  • 11:00–11:45: Informed Trading under the Microscope: Evidence from 30 Years of Daily Hedge Fund Trades     PAPER    SLIDES

    Jianfeng Hu (SMU), JinGi Ha (Soongsil University), and Yuehua Tang (U Florida)

    Discussant: Chengcheng Qu (APU Japan)    SLIDES

11:45–12:00: Concluding Remarks  — Paul-J Winter (UBS) & Russ Wermers (University of Maryland)
 

12:00–1:00: Lunch

Photo Highlights

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