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LLM for robotics reasoning

2024/01/20に公開

Awesome papers about "LLM for Robotics Reasoning"

LLM for Robotics -> Code generator, Task decomposer ⭕️

LLM for Reasoning ⭕️

LLM for Robotics Reasoning -> ❓

LLMをロボティクスに応用する論文はたくさんありますが、reasoningに焦点を当てた研究はあまりないと感じマス

レポジトリをつくってみました
https://github.com/shure-dev/Awesome-LLM-for-Robotics-Reasoning
もっと改善していきたいと思ってます

WIkiも書いてみました

I want to make a repo which

  • contribute researcher of llm for an agent
  • contribute researcher of llm for a robotics
  • is beneficial for new people in this field
  • can be a tutorial and a good start for this field
  • to find out relation between LLM for agent and LLM for robotics

I believe that

  • CoT plays an important role in agent, robotics
  • Reasoning is important for AGI
  • Low-level output of llm for robot action is important
  • Combination of reinforcement learning and LLM is important
  • 3D/LiDAR LLM is important
  • Reasoning for an agent is an important topic
  • Combination of CoT and code as policies is important

Current issues in LLM for the robotics intelligence field

  • Not many people pay attention to the reasoning process
  • There are many ways to use LLM to make thinking processes like humans, which one is the best solution?
  • How we can recreate the human brain with LLM?
  • There are too many ways to make reason, which is good for robot&agent?
  • How to inject all information from the real world into LLM efficiently?

Discussion