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20242026
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cs.RO2025

Resolving State Ambiguity in Robot Manipulation via Adaptive Working Memory Recoding

Qingda Hu, Ziheng Qiu, Zijun Xu +7

State ambiguity is common in robotic manipulation. Identical observations may correspond to multiple valid behavior trajectories. The visuomotor policy must correctly extract the a…

cs.RO2025

World In Your Hands: A Large-Scale and Open-Source Ecosystem for Learning Human-Centric Manipulation in the Wild

Yupeng Zheng, Jichao Peng, Weize Li +22

We introduce World In Your Hands (WIYH), a large-scale open-source ecosystem comprising over 1,000 hours of human manipulation data collected in-the-wild with millimeter-scale moti…

cs.CV2025

Guiding the Inner Eye: A Framework for Hierarchical and Flexible Visual Grounded Reasoning

Zhaoyang Wei, Wenchao Ding, Yanchao Hao +1

Models capable of "thinking with images" by dynamically grounding their reasoning in visual evidence represent a major leap in multimodal AI. However, replicating and advancing thi…

cs.GR2025

STREAMINGGS: Voxel-Based Streaming 3D Gaussian Splatting with Memory Optimization and Architectural Support

Chenqi Zhang, Yu Feng, Jieru Zhao +4

3D Gaussian Splatting (3DGS) has gained popularity for its efficiency and sparse Gaussian-based representation. However, 3DGS struggles to meet the real-time requirement of 90 fram…

cs.CV2025

LiveVLM: Efficient Online Video Understanding via Streaming-Oriented KV Cache and Retrieval

Zhenyu Ning, Guangda Liu, Qihao Jin +4

Recent developments in Video Large Language Models (Video LLMs) have enabled models to process hour-long videos and exhibit exceptional performance. Nonetheless, the Key-Value (KV)…