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cs.CV2026

Skywork UniPic 3.0: Unified Multi-Image Composition via Sequence Modeling

Hongyang Wei, Hongbo Liu, Zidong Wang +11

The recent surge in popularity of Nano-Banana and Seedream 4.0 underscores the community's strong interest in multi-image composition tasks. Compared to single-image editing, multi…

cs.CV2025

Skywork-R1V4: Toward Agentic Multimodal Intelligence through Interleaved Thinking with Images and DeepResearch

Yifan Zhang, Liang Hu, Haofeng Sun +12

Despite recent progress in multimodal agentic systems, existing approaches often treat image manipulation and web search as disjoint capabilities, rely heavily on costly reinforcem…

cs.CV2025

Skywork UniPic 2.0: Building Kontext Model with Online RL for Unified Multimodal Model

Hongyang Wei, Baixin Xu, Hongbo Liu +18

Recent advances in multimodal models have demonstrated impressive capabilities in unified image generation and editing. However, many prominent open-source models prioritize scalin…

cs.CV2025

Skywork UniPic: Unified Autoregressive Modeling for Visual Understanding and Generation

Peiyu Wang, Yi Peng, Yimeng Gan +12

We introduce Skywork UniPic, a 1.5 billion-parameter autoregressive model that unifies image understanding, text-to-image generation, and image editing within a single architecture…

cs.CV2025

Matrix-game 2.0: An open-source, real-time, and streaming interactive world model

Xianglong He, Chunli Peng, Zexiang Liu +16

Recent advances in interactive video generations have demonstrated diffusion model's potential as world models by capturing complex physical dynamics and interactive behaviors. How…

cs.CV2025

CSVQA: A Chinese Multimodal Benchmark for Evaluating STEM Reasoning Capabilities of VLMs

Ai Jian, Weijie Qiu, Xiaokun Wang +6

Vision-Language Models (VLMs) have demonstrated remarkable progress in multimodal understanding, yet their capabilities for scientific reasoning remain inadequately assessed. Curre…

cs.CV2025

Skywork-VL Reward: An Effective Reward Model for Multimodal Understanding and Reasoning

Xiaokun Wang, Peiyu Wang, Jiangbo Pei +9

We propose Skywork-VL Reward, a multimodal reward model that provides reward signals for both multimodal understanding and reasoning tasks. Our technical approach comprises two key…

cs.CV2025

Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning

Peiyu Wang, Yichen Wei, Yi Peng +10

We present Skywork R1V2, a next-generation multimodal reasoning model and a major leap forward from its predecessor, Skywork R1V. At its core, R1V2 introduces a hybrid reinforcemen…

cs.CV2025

Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Yi Peng, Peiyu Wang, Xiaokun Wang +12

We introduce Skywork R1V, a multimodal reasoning model extending the an R1-series Large language models (LLM) to visual modalities via an efficient multimodal transfer method. Leve…