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20232026
most citedPonderV2: Pave the Way for 3D Foundation Model with A Universal Pre-training Paradigm

6 citations · 14 across the 19 of their papers we have counts for

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Showing 2026Show all

9 papers · 1 filter

cs.LG2026

Adaptive Role Assignment and Controlled Feature Reconstruction for Federated Image Semantic Communication

Yuxuan Chen, Jiao Bie, Hang Qi +1

Hybrid federated semantic communication enables user equipment (UEs) to contribute model updates or semantic features under a shared training framework. However, heterogeneous role…

cs.RO2026

RoboChemGym: A Protocol-Driven Generative Simulation Framework for Long-Horizon Chemical Manipulation

Chenxi Li, Haiyuan Wan, Rui Li +10

Wet-lab experimentation serves as the gold standard for hypothesis verification in scientific discovery; yet it is inherently labor-intensive, costly, and safety-critical. Embodied…

cs.CV2026

RoMAN-Flow: Taming Autoregressive Normalizing Flows for Offline Reinforcement Learning in Robotic Manipulation

Shaoxuan Wang, Guangting Zheng, Rui Huang +4

Offline reinforcement learning improves robotic policies using previously collected data without further environment interaction. Yet prevalent diffusion- and flow-matching robot p…

cs.RO2026

LabDex: A Hierarchical Benchmark for Dexterous Manipulation in Laboratories

Zhipeng Tang, Sihang Chen, Sha Zhang +11

Autonomous laboratories hold great promise for accelerating scientific discovery. To achieve this vision, robots are supposed to dexterously manipulate diverse labware and instrume…

cs.RO2026

ReTouch: Empowering Contact-Rich Dexterous Manipulation with Online-Refined Tactile Prediction

Shiqi Zhang, Xin Zhang, Yedong Shen +9

Fusing tactile signals has proven effective for contact-rich manipulation, enabling robots to perceive contact states and adapt to rapidly changing physical interactions. Yet effec…

cs.CV2026

ThinkAfford: Affordance-Centric Reasoning for Fine-Grained 3D Grounding in Cluttered Scenes

Xinrui Lin, Sha Zhang, Shumin Wang +3

Task-driven 3D affordance grounding aims to localize the functional region in a cluttered 3D scene that enables an action specified by a natural-language instruction. Existing meth…

cs.RO2026

Trans2Occ: Voxel Occupancy Estimation and Grasp for Transparent Objects from Simulation to Reality

Yixuan Yang, Sha Zhang, Rui Li +12

Transparent objects remain challenging for robotic perception due to unreliable depth sensing caused by refraction and reflection. While prior approaches rely on multi-view reconst…

cs.CV2026

LabBuilder: Protocol-Grounded 3D Layout Generation for Interactable and Safe Laboratory

Jianbao Cao, Zhangrui Zhao, Bohan Feng +15

Automated laboratories hold the promise of accelerating scientific discovery, yet their deployment is bottlenecked by the difficulty of designing safe and executable environments.…

cs.CV2026

GA-GS: Generation-Assisted Gaussian Splatting for Static Scene Reconstruction

Yedong Shen, Shiqi Zhang, Sha Zhang +6

Reconstructing static 3D scene from monocular video with dynamic objects is important for numerous applications such as virtual reality and autonomous driving. Current approaches t…