GMM-searcher:使用大型语言模型在大型场景中高效地搜索对象
Lanxiang Zheng1, Ruidong Mei2, Bingzhi Zou3
1School of Computer Science and Engineering, Sun Yat-Sen University, Guangzhou, 511400, China.
Scientific reports
|May 14, 2025
概括
本研究介绍了GMM-Searcher,这是一个使用大型语言模型 (LLM) 引导机器人的框架,用于自主对象搜索. 它通过基于经验的学习提高了动态环境中的效率和适应能力.
科学领域:
- 机器人技术 机器人技术 机器人技术
- 人工智能的人工智能
- 计算机科学 计算机科学
背景情况:
- 在大规模,动态环境中的自主对象搜索具有挑战性.
- 现有的方法与环境复杂性和适应性作斗争.
研究的目的:
- 引入GMM-Searcher,这是一个新的框架,用于高效的机器人引导对象搜索.
- 在复杂的环境中增强机器人的适应能力和终身学习.
主要方法:
- 利用大型语言模型 (LLM) 进行智能搜索指导.
- 将自适应分辨率拓图 (ARTG) 与高斯混合模型 (GMM) 结合起来,以实现高效的内存使用和环境忠实性.
- 使用GMM来存储搜索体验以提高性能和适应.
主要成果:
- GMM-Searcher有效地将机器人引导到可能的物体位置.
- 该框架优化了大规模环境中的内存使用情况.
- 搜索性能随着重复任务和环境变化而提高.
结论:
- GMM-Searcher显著提高了自主对象搜索效率.
- 该框架为机器人提供终身学习和适应能力.
- 在动态和复杂的环境中,LLM指导的搜索策略是有效的.
相关概念视频
Improving Translational Accuracy
8.5K
Base complementarity between the three base pairs of mRNA codon and the tRNA anticodon is not a failsafe mechanism. Inaccuracies can range from a single mismatch to no correct base pairing at all. The free energy difference between the correct and nearly correct base pairs can be as small as 3 kcal/ mol. With complementarity being the only proofreading step, the estimated error frequency would be one wrong amino acid in every 100 amino acids incorporated. However, error frequencies observed in...
8.5K
Modeling and Similitude
151
Scaled modeling is a fundamental technique in engineering, enabling the study of large and complex systems by creating smaller, manageable replicas that recreate critical characteristics of the original. In hydrology and civil infrastructure, for example, scaled models of dams help analyze water flow, turbulence, and pressure. This method allows for accurate predictions of real-world behavior within a controlled environment, significantly reducing the cost and time involved in full-scale...
151
Higher Mental Functions of the Brain: Language
657
Language is a system of communication that allows the expression of thoughts, ideas, and feelings. The brain processes language in both hemispheres.
Language formation and comprehension take place in the dominant hemisphere. The dominant hemisphere is responsible for understanding the meaning of spoken, written, or sign language, as well as the ability to communicate. For most people, the left hemisphere is the dominant one. The right hemisphere, then, gives tone and emotional context to the...
Language formation and comprehension take place in the dominant hemisphere. The dominant hemisphere is responsible for understanding the meaning of spoken, written, or sign language, as well as the ability to communicate. For most people, the left hemisphere is the dominant one. The right hemisphere, then, gives tone and emotional context to the...
657
Extraction: Advanced Methods
395
Metal ions can be separated from one another by complexation with organic ligands–the chelating agent– to form uncharged chelates. Here, the chelating agent must contain hydrophobic groups and behave as a weak acid, losing a proton to bind with the metal. Since most organic ligands used in this process are insoluble or undergo oxidation in the aqueous phase, the chelating agent is initially added to the organic phase and extracted into the aqueous phase. The metal-ligand complex is...
395
Collisions in Multiple Dimensions: Problem Solving
3.5K
In multiple dimensions, the conservation of momentum applies in each direction independently. Hence, to solve collisions in multiple dimensions, we should write down the momentum conservation in each direction separately. To help understand collisions in multiple dimensions, consider an example.
A small car of mass 1,200 kg traveling east at 60 km/h collides at an intersection with a truck of mass 3,000 kg traveling due north at 40 km/h. The two vehicles are locked together. What is the...
A small car of mass 1,200 kg traveling east at 60 km/h collides at an intersection with a truck of mass 3,000 kg traveling due north at 40 km/h. The two vehicles are locked together. What is the...
3.5K


