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AsySplat proposes an asymmetric architecture that decouples geometry and appearance modeling in 3D Gaussian Splatting, achieving high efficiency for long-sequence scene modeling with nearly 800x speedup over optimization-based methods.
Proposes SpecFlow, a lightweight multimodal spatial reasoning framework that represents intermediate visual thoughts in a fixed-size discrete cosine space, reducing computation and KV cache costs by up to 2.1 times while maintaining competitive performance.
DecQ introduces lightweight detail-condensing queries to improve reconstruction and generation in representation autoencoders without disrupting pretrained semantic spaces.