6 papers
WebFactory: Automated Compression of Foundational Language Intelligence into Grounded Web Agents
Sicheng Fan, Qingyun Shi, Shengze Xu +5
Current paradigms for training GUI agents are fundamentally limited by a reliance on either unsafe, non-reproducible live web interactions or costly, scarce human-crafted data and…
EatGAN: An Edge-Attention Guided Generative Adversarial Network for Single Image Super-Resolution
Penghao Rao, Tieyong Zeng
Single-image super-resolution (SISR) is an important task in image processing, aiming to enhance the resolution of imaging systems. Recently, SISR has made a significant leap and a…
Learning Cocoercive Conservative Denoisers via Helmholtz Decomposition for Poisson Inverse Problems
Deliang Wei, Peng Chen, Haobo Xu +3
Plug-and-play (PnP) methods with deep denoisers have shown impressive results in imaging problems. They typically require strong convexity or smoothness of the fidelity term and a…
OS Agents: A Survey on MLLM-based Agents for General Computing Devices Use
Xueyu Hu, Tao Xiong, Biao Yi +26
The dream to create AI assistants as capable and versatile as the fictional J.A.R.V.I.S from Iron Man has long captivated imaginations. With the evolution of (multi-modal) large la…
DGNN: A Neural PDE Solver Induced by Discontinuous Galerkin Methods
Guanyu Chen, Shengze Xu, Dong Ni +1
We propose a general framework for the Discontinuous Galerkin-induced Neural Network (DGNN), inspired by the Interior Penalty Discontinuous Galerkin Method (IPDGM). In this approac…
An Improved Optimal Proximal Gradient Algorithm for Non-Blind Image Deblurring
Qingsong Wang, Shengze Xu, Xiaojiao Tong +1
Image deblurring remains a central research area within image processing, critical for its role in enhancing image quality and facilitating clearer visual representations across di…