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Preprint Aug 2026

ToolArtist: Tool-Using Unified Multimodal Models for Agentic Image Generation

Text-to-image (T2I) models can produce visually compelling images, yet they remain limited on open-world tasks that require complex semantic understanding, multi-step reasoning, and the integration of external world knowledge. Existing efforts introduce agent capabilities into image generation, but they either prescrib...

Jiahao Zhao, Xiao-Min Yu, ZhongXiang Sun et al. · 3 citations
#artificial intelligence Preprint Sep 2026

Key Path Identification for Resolving Knowledge Conflicts via SAE-based Steering

Sparse autoencoder (SAE)-based steering has been widely used to address knowledge conflicts by guiding LLMs to be more faithful to the contextual knowledge. Existing methods usually perform mass steering, which modifies a large batch of SAE features identified via correlation-based methods. However, due to the inaccura...

Wen-Bo Zhang, Zhong-Xiang Sun, Zhi-Guang Han et al. · 0 citations

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