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zsyverse

I am an undergraduate student at Zhejiang University. I work at the boundary between perception and reasoning — systems that take in images, video, or documents and have to decide what to do with them, not just describe them.

My research interests lie in VLM, Agent, WM, and Generative Models.

Portrait of zsyverse
Zhejiang University Research

01 / Research

Research interests

01

VLM

How visual tokens get selected and compressed under a fixed context budget. Long video is where this hurts most — and where evaluation is easiest to fool.

02

Agent

Multi-step tool use that stays grounded: planning, retrieval, and verification loops that catch their own mistakes instead of confidently continuing.

03

WM

Learned dynamics as a substrate for planning — what a model has to represent before imagining the next state becomes useful rather than decorative.

04

Generative Models

Diffusion and autoregressive generation, with an eye on controllability and how generated data feeds back into training.

02 / Work

Selected work