Singapore Management University

LMFLab for Multimodality
and Forecasting

We connect multimodal understanding and modeling with forecasting at macro and micro scales, grounded in real-world problems.

Led by Yunshan Ma · School of Computing and Information Systems

Our Members

Meet the faculty, postdoc, PhD students, visiting PhD students, and alumni of LMF.

Understanding and fusing text, images, audio, graphs, and symbolic data; modeling how their elements compose and combine.

Anticipating macro-level events and micro-level behavior, from financial markets and geopolitics to users and cyber attacks.

Fashion understanding, personalized styling, outfit and wardrobe generation, and trend forecasting.

Financial forecasting, explainable stock prediction, time-series reasoning, and financial analysis.

Cyber threat intelligence, attack graph construction, and cyber attack sequence prediction.

Understanding and forecasting social and geopolitical events through graph modeling, open-ended hypothesis generation, and multi-expert reasoning.

Connecting symbolic music and audio with language models for music understanding and personalization.

For research inquiries, contact Yunshan Ma.