collaborators

6 papers

cs.CV2026

EvoGUI: An Evolution-Aware Benchmark for GUI State-Transition Understanding

Yaohan Yang, Minglei Shi, Borui Zhang +2

GUI agents must reason about how actions transform interface states, but end-to-end success rates entangle this ability with perception, grounding, planning, and recovery. We intro…

cs.AI2026

Syll: Open-Source Personal Automation with Cross-Surface Execution

Bo Zhang, Borui Zhang, Chenghao Jiang +5

Personal AI agents must increasingly operate across APIs, shells, web surfaces, and desktop GUIs, yet many systems remain tuned to a single interface and offer limited support for…

cs.CV2026

Latent Diffusion Model without Variational Autoencoder

Minglei Shi, Haolin Wang, Wenzhao Zheng +6

Recent progress in diffusion-based visual generation has largely relied on latent diffusion models with variational autoencoders (VAEs). While effective for high-fidelity synthesis…

cs.CV2026

Research on World Models Is Not Merely Injecting World Knowledge into Specific Tasks

Bohan Zeng, Kaixin Zhu, Daili Hua +24

World models have emerged as a critical frontier in AI research, aiming to enhance large models by infusing them with physical dynamics and world knowledge. The core objective is t…

cs.CV2025

SVG-T2I: Scaling Up Text-to-Image Latent Diffusion Model Without Variational Autoencoder

Minglei Shi, Haolin Wang, Borui Zhang +11

Visual generation grounded in Visual Foundation Model (VFM) representations offers a highly promising unified pathway for integrating visual understanding, perception, and generati…

cs.CV2025

DiffMoE: Dynamic Token Selection for Scalable Diffusion Transformers

Minglei Shi, Ziyang Yuan, Haotian Yang +10

Diffusion models have demonstrated remarkable success in various image generation tasks, but their performance is often limited by the uniform processing of inputs across varying c…