activity
20242026
most citedOmniArch: Building Foundation Model For Scientific Computing

1 citations · 1 across the 16 of their papers we have counts for

collaborators

19 papers

cs.CV2026

WAM4D: Fast 4D World Action Model via Spatial Register Tokens

Ying Li, Xiaobao Wei, Jiajun Cao +10

World action models (WAMs) have recently shown promise in jointly modeling future observations and executable robot actions. However, most existing WAMs still operate in 2D video o…

cs.RO2026

IOI: Decoupling Kinematics and Physics for Interactive World Models

Chengyu Bai, Peidong Jia, Tiecheng Guo +11

Developing generalist embodied agents requires interactive environments providing visually realistic feedback and accurate action-conditioned dynamics. Interactive world models add…

cs.CL2026

Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale

Ang Li, Ben Liu, Bin Han +215

Efficient and scalable agentic intelligence requires models that can deliver both low-latency responses and strong reasoning capabilities while remaining practical to train, serve,…

cs.RO2026

Efficient-WAM: A 1B-Parameter World-Action Model with Low-Cost Future Imagination

Jiajun Li, Tiecheng Guo, Yifan Ye +10

World-Action Models (WAMs) have emerged as a promising paradigm for embodied control by coupling future visual prediction with action generation. However, many existing WAMs rely o…

cs.RO2026

GraspFoM: Towards Reconstruction-Driven Robotic Grasping with 3D Foundation Priors

Dongli Wu, Xiaobao Wei, Hao Wang +5

Robotic grasping is a fundamental capability in robotic manipulation. Yet grasping remains challenging under partial observations. Reliable grasping depends on both local contact c…

cs.CV2026

Parallel Jacobi Decoding for Fast Autoregressive Image Generation

Boya Liao, Ying Li, Siyong Jian +1

Autoregressive (AR) models have demonstrated remarkable performance in generating high-fidelity images. However, their inherently sequential next-token prediction leads to signific…

cs.RO2026

VEGA: Visual Encoder Grounding Alignment for Spatially-Aware Vision-Language-Action Models

Hao Wang, Xiaobao Wei, Jingyang He +10

Precise spatial reasoning is fundamental to robotic manipulation, yet the visual backbones of current vision-language-action (VLA) models are predominantly pretrained on 2D image d…

cs.MM2026

OmniForcing: Unleashing Real-time Joint Audio-Visual Generation

Yaofeng Su, Yuming Li, Zeyue Xue +7

Recent joint audio-visual diffusion models achieve remarkable generation quality but suffer from high latency due to their bidirectional attention dependencies, hindering real-time…

cs.AI2026

LABSHIELD: A Multimodal Benchmark for Safety-Critical Reasoning and Planning in Scientific Laboratories

Qianpu Sun, Xiaowei Chi, Yuhan Rui +5

Artificial intelligence is increasingly catalyzing scientific automation, with multimodal large language model (MLLM) agents evolving from lab assistants into self-driving lab oper…

cs.RO2026

Wow, wo, val! A Comprehensive Embodied World Model Evaluation Turing Test

Chun-Kai Fan, Xiaowei Chi, Xiaozhu Ju +18

As world models gain momentum in Embodied AI, an increasing number of works explore using video foundation models as predictive world models for downstream embodied tasks like 3D p…

cs.RO2025

ManualVLA: A Unified VLA Model for Chain-of-Thought Manual Generation and Robotic Manipulation

Chenyang Gu, Jiaming Liu, Hao Chen +9

Vision-Language-Action (VLA) models have recently emerged, demonstrating strong generalization in robotic scene understanding and manipulation. However, when confronted with long-h…

cs.RO2025

URDF-Anything: Constructing Articulated Objects with 3D Multimodal Language Model

Zhe Li, Xiang Bai, Jieyu Zhang +5

Constructing accurate digital twins of articulated objects is essential for robotic simulation training and embodied AI world model building, yet historically requires painstaking…

cs.RO2025

RoboArmGS: High-Quality Robotic Arm Splatting via Bézier Curve Refinement

Hao Wang, Xiaobao Wei, Ying Li +6

Constructing photorealistic and controllable robotic arm digital assets from real observations is fundamental to robotic applications. Current approaches naively bind static 3D Gau…

cs.RO2025

WoW: Towards a World omniscient World model Through Embodied Interaction

Xiaowei Chi, Peidong Jia, Chun-Kai Fan +33

Humans develop an understanding of intuitive physics through active interaction with the world. This approach is in stark contrast to current video models, such as Sora, which rely…

cs.RO2025

ManipDreamer3D : Synthesizing Plausible Robotic Manipulation Video with Occupancy-aware 3D Trajectory

Ying Li, Xiaobao Wei, Xiaowei Chi +7

Data scarcity continues to be a major challenge in the field of robotic manipulation. Although diffusion models provide a promising solution for generating robotic manipulation vid…

cs.LG2025

FreqMoE: Dynamic Frequency Enhancement for Neural PDE Solvers

Tianyu Chen, Haoyi Zhou, Ying Li +5

Fourier Neural Operators (FNO) have emerged as promising solutions for efficiently solving partial differential equations (PDEs) by learning infinite-dimensional function mappings…

cs.RO2025

ManipDreamer: Boosting Robotic Manipulation World Model with Action Tree and Visual Guidance

Ying Li, Xiaobao Wei, Xiaowei Chi +6

While recent advancements in robotic manipulation video synthesis have shown promise, significant challenges persist in ensuring effective instruction-following and achieving high…

cs.CV2025

EmbodiedOcc++: Boosting Embodied 3D Occupancy Prediction with Plane Regularization and Uncertainty Sampler

Hao Wang, Xiaobao Wei, Xiaoan Zhang +6

Online 3D occupancy prediction provides a comprehensive spatial understanding of embodied environments. While the innovative EmbodiedOcc framework utilizes 3D semantic Gaussians fo…

cs.LG2024★ 1 cited

OmniArch: Building Foundation Model For Scientific Computing

Tianyu Chen, Haoyi Zhou, Ying Li +5

Foundation models have revolutionized language modeling, while whether this success is replicated in scientific computing remains unexplored. We present OmniArch, the first prototy…