Author

Shuhui Wang

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Preprint Sep 2026

Object-Aware Background-Controlled Editing via Weighted Velocity Guidance

Training-free image editing steers diffusion or flow-matching generative models at inference time by modifying prompt-conditioned denoising velocities. Existing velocity-based editors often apply prompt-induced residuals globally over the latent space and rely on the model to localize semantic changes implicitly. For o...

Wu-Ji Wang, Yue Wu, Chen-Hao Yi et al. · 0 citations

Jun 2026

When LLMs Develop Languages: Symbolic Communication for Efficient Multi-Agent Reasoning

Chain-of-Thought (CoT) improves large language models (LLMs) on difficult reasoning tasks, but it often incurs long natural-language rationales that are poorly aligned with efficient machine reasoning. We propose Communicative Language Symbolism Routing (CLSR), a test-time framework in which multiple LLM agents autonom...

Zhengqi Pei, Qingming Huang, Shuhui Wang · arXiv.org · 5 citations