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References (39)

[1]
The Internet of Humanoids: A Survey of Technologies, Applications, and Challenges
2026Angela W. Yu, Amiya Nayak
[2]
Being-H0: Vision-Language-Action Pretraining from Large-Scale Human Videos
2025Hao Luo, Yicheng Feng et al.
[3]
DexVLG: Dexterous Vision-Language-Grasp Model at Scale
2025Jiawei He, Danshi Li et al.
[4]
SmolVLA: A Vision-Language-Action Model for Affordable and Efficient Robotics
2025Mustafa Shukor, Dana Aubakirova et al.
[5]
FunGrasp: Functional Grasping for Diverse Dexterous Hands
2025Linyi Huang, Hui Zhang et al.
[6]
VLA-RL: Towards Masterful and General Robotic Manipulation with Scalable Reinforcement Learning
2025Guanxing Lu, Wenkai Guo et al.
[7]
Interleave-VLA: Enhancing Robot Manipulation with Interleaved Image-Text Instructions
2025Cunxin Fan, Xiaosong Jia et al.
[8]
Industrial Internet of Things With Large Language Models (LLMs): An Intelligence-Based Reinforcement Learning Approach
2025Yuzheng Ren, Haijun Zhang et al.
[9]
π0.5: a Vision-Language-Action Model with Open-World Generalization
2025Physical Intelligence, Kevin Black et al.
[10]
CoT-VLA: Visual Chain-of-Thought Reasoning for Vision-Language-Action Models
2025Qingqing Zhao, Yao Lu et al.
[11]
GR00T N1: An Open Foundation Model for Generalist Humanoid Robots
2025Nvidia, Johan Bjorck et al.
[12]
PointVLA: Injecting the 3D World into Vision-Language-Action Models
2025Chengmeng Li, Junjie Wen et al.
[13]
SpatialVLA: Exploring Spatial Representations for Visual-Language-Action Model
2025Delin Qu, Haoming Song et al.
[14]
Motion Tracks: A Unified Representation for Human-Robot Transfer in Few-Shot Imitation Learning
2025Juntao Ren, Priya Sundaresan et al.
[15]
UAV-VLA: Vision-Language-Action System for Large Scale Aerial Mission Generation
2025Oleg Sautenkov, Yasheerah Yaqoot et al.
[16]
Task-Oriented Tool Manipulation With Robotic Dexterous Hands: A Knowledge Graph Approach From Fingers to Functionality
2024Fan Yang, Wenrui Chen et al.
[17]
DeeR-VLA: Dynamic Inference of Multimodal Large Language Models for Efficient Robot Execution
2024Yang Yue, Yulin Wang et al.
[18]
DexMimicGen: Automated Data Generation for Bimanual Dexterous Manipulation via Imitation Learning
2024Zhenyu Jiang, Yuqi Xie et al.
[19]
π0: A Vision-Language-Action Flow Model for General Robot Control
2024Kevin Black, Noah Brown et al.
[20]
ForceMimic: Force-Centric Imitation Learning with Force-Motion Capture System for Contact-Rich Manipulation
2024Wenhai Liu, Junbo Wang et al.

Showing 20 of 39 references

Founder's Pitch

"Integrate depth estimation with Vision-Language-Action models to improve robotic 3D perception and action accuracy."

Vision-Language-Action ModelsScore: 7View PDF ↗

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0-10 scale

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1/4 signals

2.5

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2/4 signals

5

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4/4 signals

10

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