Research

AI-Driven Financial Services

Our programs strive to advance transformative and commercializable research in the fields of finance and technology. We focus on developing pioneering solutions that enhance capital management, risk assessment, and operational efficiency in today’s dynamic markets.

We leverage AI and blockchain technologies to create intelligent systems capable of real-time portfolio management and dynamic risk assessment. Our initiatives include AI-driven platforms for e-commerce loan securitization and attention-based agents for customer interaction. In the area of Web3, we optimize next-generation distributed ledger designs for data infrastructure and address regulatory technology (RegTech) by exploring automated threat modeling solutions for virtual asset markets. We also contribute to retirement savings by proposing a passive, low-cost downside-risk management framework that redesigns the structure of Mandatory Provident Fund (MPF) equity.

By engaging with industry stakeholders and harnessing cutting-edge technologies, we aim to deliver scalable and practical financial solutions that empower users, enhance decision-making capabilities, and promote sustainable growth across various financial ecosystems.

Research Overview

AI-Driven Portfolio Management System for E-Commerce Loan Securitization

AI-Driven Portfolio Management System for E-Commerce Loan Securitization

This project proposes an integrated, AI-driven platform that combines static securitization with dynamic portfolio optimization that supports real-time capital allocation, overbooking, dynamic pricing, and…

From Search-based E-Commerce to Attention-based E-Commerce Agents

From Search-based E-Commerce to Attention-based E-Commerce Agents

This project aims to develop AI-based agents for attention-driven e-commerce applications that support real-time engagement, adaptive responses, and autonomous decision-making….

Next-Generation Distributed Ledger & Data Infrastructure

Next-Generation Distributed Ledger & Data Infrastructure

The project will explore and evaluate a range of L2 designs, including ZK-Rollups, Optimistic Rollups, hybrid rollup models, and actively validated services supported by…

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