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Weiyao Lin

3 papers indexed

arxivcs.CV2026-07-18

SPARE-GS: Structural Parsimony and Resource Efficiency for 3D Gaussian Splatting

Zhang Chen, Shuai Wan, Fuzheng Yang, Jiazhi Xia, Weiyao Lin, Junhui Hou

3D Gaussian Splatting (3DGS) achieves high-fidelity novel view synthesis in real-time; however its training efficiency and representation compactness are hindered by excessive primitive proliferation. To address this challenge, we formulate the structural evolution of 3DGS as a g…

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arxivcs.CV2026-07-03

Awakening Diffusion Transformers: Eliciting Stronger Generation and Understanding via Massive Activation Modulation

Chaofan Gan, Zicheng Zhao, Yuanpeng Tu, Xi Chen, Ziran Qin, Tieyuan Chen, et al.

Massive Activations (MAs) have been widely observed in Transformer-based models, yet their structure and functional roles in Diffusion Transformers (DiTs) remain insufficiently understood. In this work, we systematically analyze MAs in representative DiTs and find that they are s…

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arxivcs.CV2026-07-01

Multimodal Continuous Reasoning via Asymmetric Mutual Variational Learning

Shijie Li, Yilin Gao, Siyuan Yang, Tieyuan Chen, Chaofan Gan, Zhihao He, et al.

Multimodal Large Language Models (MLLMs) are often constrained by a language-space bottleneck, forcing complex visual reasoning into discrete tokens which can lose perceptual nuance. A promising alternative is continuous latent reasoning, where the goal is to discover implicit re…

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