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cs.CV2026
DesignAgent3D: Interactive 3D Scene Editing via Designer-like Multimodal Reasoning
Xiujin Liu, Tianyu Yang, Yilun Zhao +1
Text guided 3D scene editing provides an intuitive interface for modifying reconstructed environments, but remains difficult because natural language design requests are often sema…
cs.CV2026
NumerosityVLM: A Cognitively Inspired Benchmark for Interpreting Numerosity Representations in Vision-Language Models
Yiming Fu, Fangjun Li, Xiujin Liu +7
Vision-language models (VLMs) achieve strong performance on high-level multimodal tasks, yet numerosity perception, a cognitive ability that emerges in human infants before languag…