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Author

Hongkun Wang

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Conference Jul 2026

Energy-guided diffusion for socially plausible multiagent trajectory prediction

An energy-guided diffusion framework that injects interpretable constraints directly into the denoising process at inference time is proposed that shows consistent improvements in best-of-K accuracy (minADE/minFDE) and a substantial reduction in collision rate.

Hongkun Wang, Fei Li · 0 citations
Jul 2026

From understanding to rendering: multimodal LLM-guided green retrofitting of urban street views

A perception-aware framework for green streetscape redesign that transforms a real street-view image and a high-level design goal into a realistic visualization of a retrofitted street, and suggests that controllable generative models can provide practical support for urban street retrofit visualization and assessment.

Hongkun Wang, Fei Li · 0 citations

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