Mind-Brush: Integrating Agentic Cognitive Search and Reasoning into Image Generation
On the map: LLM agents and tool use → Multimodal and embodied agents
Abstract (arXiv)
While text-to-image generation has achieved unprecedented fidelity, the vast majority of existing models function fundamentally as static text-to-pixel decoders. Consequently, they often fail to grasp implicit user intentions. Although emerging unified understanding-generation models have improved intent comprehension, they still struggle to accomplish tasks involving complex knowledge reasoning within a single model. Moreover, constrained by static internal priors, these models remain unable to adapt to the evolving dynamics of the real world. To bridge these gaps, we introduce Mind-Brush, a unified agentic framework that transforms generation into a dynamic, knowledge-driven workflow. Simulating a human-like 'think-research-create' paradigm, Mind-Brush actively retrieves multimodal evidence to ground out-of-distribution concepts and employs reasoning tools to resolve implicit visual constraints. To rigorously evaluate these capabilities, we propose Mind-Bench, a comprehensive benchmark comprising 500 distinct samples spanning real-time news, emerging concepts, and domains such as mathematical and Geo-Reasoning. Extensive experiments demonstrate that Mind-Brush significantly enhances the capabilities of unified models, realizing a zero-to-one capability leap for the Qwen-Image baseline on Mind-Bench, while achieving superior results on established benchmarks like WISE and RISE.
Key facts. Cited by 18 papers in the map (data through 7 Oct 2026). Placed in Multimodal and embodied agents, one of 16 directions in LLM agents and tool use. Builds on 43 of its 54 references that are in the map. First posted on arXiv 2 Feb 2026.
Builds on
43 of 54 references.
Closest ancestors · 3
Same direction, newest first
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- 2025MCCD: Multi-Agent Collaboration-based Compositional Diffusion for Complex Text-to-Image Generation5 May
Other references · 40
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- 2025ImgEdit: A Unified Image Editing Dataset and Benchmarkcited by 225
- 2025WISE: A World Knowledge-Informed Semantic Evaluation for Text-to-Image Generationcited by 196
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- 2024PhyBench: A Physical Commonsense Benchmark for Evaluating Text-to-Image Modelscited by 36
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Citing papers per year: 2026: 18.
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- 2026WorldClaw: Agentic 3D Open-World Generation at Scale5 Aug 2026
- 2026PosterMELD: Multi-Agent Paper-to-Poster Generation for Controllable Design Diversity with Editable Print-Ready Outputs3 Aug 2026
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- 2026MemoGen: Can Past Experience Improve Future Text-to-Image Generation?2 Jun 2026
- 2026FakeVLM-R1: Internalizing Physical Laws via CoT for Synthetic Image Detection28 May 2026
- 2026GenEvolve: Self-Evolving Image Generation Agents via Tool-Orchestrated Visual Experience Distillation20 May 2026
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