Junhan Lv 吕俊涵

Undergraduate Student
School of Intelligence Science and Technology
Nanjing University

About Me

I am an undergraduate student at the School of Intelligence Science and Technology, Nanjing University .

My research interests lie in Continual Learning and Agent Harness. I am particularly interested in how AI agents can continually acquire, retain, and organize capabilities through mechanisms beyond model parameter updates.

Research Interests

Continual Learning
LLM / Multimodal Agents
Agent Harness

Publications

Harness Continual Learning: Continual Adaptation Beyond Model Parameters

Borui Kang, Jinrui Gu, Junhan Lv, Wenbin Li, Lei Wang, Yang Gao

arXiv preprint, 2026

[arXiv] [PDF]

Contact

Email: lvjh43752@gamil.com

GitHub: github.com/auroras-violet