mlsanityData to 14 Oct 2026

Prompt-to-Product: Generative Assembly via Bimanual Manipulation

arXiv 2508.21063 ↗First posted 28 Aug 2025cs.RO cs.AIcited by 1

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Abstract (arXiv)

Creating assembly products demands significant manual effort and expert knowledge in 1) designing the assembly and 2) constructing the product. This paper introduces Prompt-to-Product, an automated pipeline that generates real-world assembly products from natural language prompts. Specifically, we leverage LEGO bricks as the assembly platform and automate the process of creating brick assembly structures. Given the user design requirements, Prompt-to-Product generates physically buildable brick designs, and then leverages a bimanual robotic system to construct the real assembly products, bringing user imaginations into the real world. We conduct a comprehensive user study, and the results demonstrate that Prompt-to-Product significantly lowers the barrier and reduces manual effort in creating assembly products from imaginative ideas.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 17 of its 45 references that are in the map. First posted on arXiv 28 Aug 2025.

Builds on

17 of 45 references.

References · 17

  1. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,744
  2. 2023DINOv2: Learning Robust Visual Features without Supervisioncited by 7,974
  3. 2024OpenVLA: An Open-Source Vision-Language-Action Modelcited by 2,887
  4. 2024π0: A Vision-Language-Action Flow Model for General Robot Controlcited by 2,407
  5. 2025π0.5: a Vision-Language-Action Model with Open-World Generalizationcited by 1,761
  6. 2024TripoSR: Fast 3D Object Reconstruction from a Single Imagecited by 232
  7. 2017Data-efficient Deep Reinforcement Learning for Dexterous Manipulationcited by 63
  8. 2025BANG: Dividing 3D Assets via Generative Exploded Dynamicscited by 35
  9. 2025Generating Physically Stable and Buildable Brick Structures from Textcited by 24
  10. 2024Blox-Net: Generative Design-for-Robot-Assembly Using VLM Supervision, Physics Simulation, and a Robot with Resetcited by 15
  11. 2024StableLego: Stability Analysis of Block Stacking Assemblycited by 9
  12. 2024Physics-Aware Combinatorial Assembly Sequence Planning using Data-free Action Maskingcited by 5
5 more
  1. 2025APEX-MR: Multi-Robot Asynchronous Planning and Execution for Cooperative Assemblycited by 5
  2. 2023A Lightweight and Transferable Design for Robust LEGO Manipulationcited by 4
  3. 2024Speech to Reality: On-Demand Production using Natural Language, 3D Generative AI, and Discrete Robotic Assemblycited by 4
  4. 2025Physics-Aware Robotic Palletization with Online Masking Inferencecited by 1
  5. 2025Eye-in-Finger: Smart Fingers for Delicate Assembly and Disassembly of LEGOcited by 1

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 1.

1 paper.