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cs.CV2026

OCRVerse: Towards Holistic OCR in End-to-End Vision-Language Models

Yufeng Zhong, Lei Chen, Xuanle Zhao +7

The development of large vision language models drives the demand for managing, and applying massive amounts of multimodal data, making OCR technology, which extracts information f…

cs.CV2025

Reading or Reasoning? Format Decoupled Reinforcement Learning for Document OCR

Yufeng Zhong, Lei Chen, Zhixiong Zeng +8

Reading text from images or scanned documents via OCR models has been a longstanding focus of researchers. Intuitively, text reading is perceived as a straightforward perceptual ta…

cs.CV2025

VinciCoder: Unifying Multimodal Code Generation via Coarse-to-fine Visual Reinforcement Learning

Xuanle Zhao, Deyang Jiang, Zhixiong Zeng +8

While recent specialized multimodal code generation models excel in tasks like chart-to-code generation, their reliance on single-task training limits generalization and hinders th…

cs.CV2025

OmniActor: A Generalist GUI and Embodied Agent for 2D&3D Worlds

Longrong Yang, Zhixiong Zeng, Yufeng Zhong +7

Multimodal large language models are evolving toward multimodal agents capable of proactively executing tasks. Most agent research focuses on GUI or embodied scenarios, which corre…

cs.CV2025

UItron: Foundational GUI Agent with Advanced Perception and Planning

Zhixiong Zeng, Jing Huang, Liming Zheng +7

GUI agent aims to enable automated operations on Mobile/PC devices, which is an important task toward achieving artificial general intelligence. The rapid advancement of VLMs accel…

cs.CV2025

DocTron-Formula: Generalized Formula Recognition in Complex and Structured Scenarios

Yufeng Zhong, Zhixiong Zeng, Lei Chen +5

Optical Character Recognition (OCR) for mathematical formula is essential for the intelligent analysis of scientific literature. However, both task-specific and general vision-lang…