most citedSwiftVLA: Unlocking Spatiotemporal Dynamics for Lightweight VLA Models at Minimal Overhead

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cs.CV2025★ 1 cited

SwiftVLA: Unlocking Spatiotemporal Dynamics for Lightweight VLA Models at Minimal Overhead

Chaojun Ni, Cheng Chen, Xiaofeng Wang +12

Vision-Language-Action (VLA) models built on pretrained Vision-Language Models (VLMs) show strong potential but are limited in practicality due to their large parameter counts. To…

cs.CV2025

GigaWorld-0: World Models as Data Engine to Empower Embodied AI

GigaWorld Team, Angen Ye, Boyuan Wang +22

World models are emerging as a foundational paradigm for scalable, data-efficient embodied AI. In this work, we present GigaWorld-0, a unified world model framework designed explic…

cs.CV2025

DriveGen3D: Boosting Feed-Forward Driving Scene Generation with Efficient Video Diffusion

Weijie Wang, Jiagang Zhu, Zeyu Zhang +14

We present DriveGen3D, a novel framework for generating high-quality and highly controllable dynamic 3D driving scenes that addresses critical limitations in existing methodologies…

cs.CV2025

WonderFree: Enhancing Novel View Quality and Cross-View Consistency for 3D Scene Exploration

Chaojun Ni, Jie Li, Haoyun Li +8

Interactive 3D scene generation from a single image has gained significant attention due to its potential to create immersive virtual worlds. However, a key challenge in current 3D…

cs.CV2025

Motion-R1: Enhancing Motion Generation with Decomposed Chain-of-Thought and RL Binding

Runqi Ouyang, Haoyun Li, Zhenyuan Zhang +6

Text-to-Motion generation has become a fundamental task in human-machine interaction, enabling the synthesis of realistic human motions from natural language descriptions. Although…

cs.CV2025

WonderTurbo: Generating Interactive 3D World in 0.72 Seconds

Chaojun Ni, Xiaofeng Wang, Zheng Zhu +7

Interactive 3D generation is gaining momentum and capturing extensive attention for its potential to create immersive virtual experiences. However, a critical challenge in current…