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From the 1 of 7 linked papers with an AI index.

collaborators

8 papers

cs.CV2026

ExtraGS: Enhancing Endoscopic View Extrapolation via Diffusion-Guided 3D Gaussian Splatting

Cheng-Tai Hsieh, Jiwei Shan, Han Fang +6

The paper introduces ExtraGS, a method that improves extrapolation of endoscopic video views by combining uncertainty‑driven virtual camera sampling with diffusion‑guided refinemen…

cs.CV2026

Policy-as-Data: Learning Generalizable HOI Diffusion Models from Simulated Physics

Shujia Li, Jianshu Hu, Haiyu Zhang +5

Synthesizing realistic Human-Object Interactions (HOI) is critical for creating embodied avatars and functional virtual environments. However, current data-driven approaches primar…

cs.RO2026

DSSP: Diffusion State Space Policy with Full-History Encoding

Zhiyuan Guan, Jianshu Hu, Han Fang +5

Diffusion-based imitation learning has shown strong promise for robot manipulation. However, most existing policies condition only on the current observation or a short window of r…

cs.RO2026

SSP: Safety-guaranteed Surgical Policy via Joint Optimization of Behavioral and Spatial Constraints

Jianshu Hu, ZhiYuan Guan, Lei Song +5

The paradigm of robot-assisted surgery is shifting toward data-driven autonomy, where policies learned via Reinforcement Learning (RL) or Imitation Learning (IL) enable the executi…

cs.RO2026

Diffusion Stabilizer Policy for Automated Surgical Robot Manipulations

Chonlam Ho, Jianshu Hu, Lei Song +3

Intelligent surgical robots have the potential to revolutionize clinical practice by enabling more precise and automated surgical procedures. However, the automation of such robot…

cs.RO2026

Generalizable Coarse-to-Fine Robot Manipulation via Language-Aligned 3D Keypoints

Jianshu Hu, Lidi Wang, Shujia Li +4

Hierarchical coarse-to-fine policy, where a coarse branch predicts a region of interest to guide a fine-grained action predictor, has demonstrated significant potential in robotic…