activity
20242026
most citedRKHS-BA: A Robust Correspondence-Free Multi-View Registration Framework with Semantic Point Clouds

1 citations · 1 across the 7 of their papers we have counts for

collaborators

8 papers

cs.RO2026

NavVerse: Benchmarking Indoor-to-Outdoor Embodied Navigation in Continuous Robot Simulation

Junzhe Wu, Yue Hu, Zeyu Han +4

Robots deployed in delivery, campus, and emergency-response settings often need to navigate from buildings to streets within a single continuous episode. Existing benchmarks usuall…

cs.RO2026

UniLab: A Heterogeneous Architecture for Robot RL Beyond GPU-Dominant Paradigms

Yufei Jia, Zhanxiang Cao, Mingrui Yu +48

Simulation-based RL for contemporary robot control is increasingly organized around GPU-resident simulation: physics, rollout collection, and learning are placed on a single GPU-ce…

cs.RO2026

MuJoCoUni:Persistent Batched Runtime Primitives for MuJoCo

Yufei Jia, Junzhe Wu

We present MuJoCoUni, a downstream MuJoCo distribution for online robot learning and batched physics evaluation. Alongside the open-loop batched trajectory generation already provi…

cs.RO2026

GS-Playground: A High-Throughput Photorealistic Simulator for Vision-Informed Robot Learning

Yufei Jia, Heng Zhang, Ziheng Zhang +39

Embodied AI research is undergoing a shift toward vision-centric perceptual paradigms. While massively parallel simulators have catalyzed breakthroughs in proprioception-based loco…

cs.RO2025

FGGS-LiDAR: Ultra-Fast, GPU-Accelerated Simulation from General 3DGS Models to LiDAR

Junzhe Wu, Yufei Jia, Yiyi Yan +6

While 3D Gaussian Splatting (3DGS) has emerged as a strong representation for photorealistic rendering, its vast ecosystem of assets remains difficult to use for high-performance L…

cs.RO2025

Imaginative World Modeling with Scene Graphs for Embodied Agent Navigation

Yue Hu, Junzhe Wu, Ruihan Xu +5

Semantic navigation requires an agent to navigate toward a specified target in an unseen environment. Employing an imaginative navigation strategy that predicts future scenes befor…

cs.RO2025

DISCOVERSE: Efficient Robot Simulation in Complex High-Fidelity Environments

Yufei Jia, Guangyu Wang, Yuhang Dong +17

We present the first unified, modular, open-source 3DGS-based simulation framework for Real2Sim2Real robot learning. It features a holistic Real2Sim pipeline that synthesizes hyper…

cs.RO2024★ 1 cited

RKHS-BA: A Robust Correspondence-Free Multi-View Registration Framework with Semantic Point Clouds

Ray Zhang, Jingwei Song, Xiang Gao +5

This work reports a novel multi-frame Bundle Adjustment (BA) framework called RKHS-BA. It uses continuous landmark representations that encode RGB-D/LiDAR and semantic observations…