About Me

Letian Liang /ləˈtiən ljɑːŋ/

You can also call me Vincent : )

Undergraduate, Data Science and Big Data Technology
School of Future Technology
South China University of Technology (SCUT)

Email Address: ftv1nc3ntl1ang@mail.scut.edu.cn
Github: https://github.com/V1nc3ntL1ang

Introduction

I am an undergraduate student majoring in Data Science and Big Data Technology at South China University of Technology (SCUT).

My research interests focus on developing self-evolving frameworks that integrate reinforcement learning with agentic multimodal models, enabling robust reasoning, understanding, and decision-making in complex environments, with a focus on:

(1) designing agent-based multimodal reasoning frameworks that enhance perception, planning, and problem solving ability over complex vision–audio–language inputs;
(2) developing self-evolving learning mechanisms that enable agents to autonomously generate, evaluate, and refine training signals through iterative inter-agent interactions, reducing reliance on human supervision and large-scale human-labeled data;
(3) applying RL-driven and self-evolving methods to real-world decision-making scenarios, such as dynamic scheduling and resource allocation in complex, partially observable systems, where agents continuously adapt their policies and decision strategies through online interaction and feedback;