最终根据能够从上下文中学习到视觉概念的能力,取名为Context-Aware Meta-Learning(CAML)。 2. 方法详情Approach 作者重复强调本文采用的是支撑LLMs的in-context learning方法,虽然有类似的方法在其他领域,但是避免了meta-trianing的过程并且是首次运用于分类领域(证明没人做过,保证论文的创新性)。 2.1 结构这一部分为摘...
论文简述:Context-Aware Meta-Learning这篇论文提出了一种无需微调就能在推理阶段学习新概念的大型语言模型(如ChatGPT)的方法。然而,训练用于在推理阶段检测新对象的视觉模型无法复制这种能力,反而表现不佳或需要类似对象的相关元训练和/或微调。在这篇论文中,作者提出了一种类似于大型语言模型的元学习方法,该方法利用...
meta-Learningsensor managementhumanrobot interactionThis study introduces a novel framework for optimizing energy efficiency and computational load in safety-critical robotic systems operating in nonlinear domains. Leveraging Graph Attention Networks for state awareness and decision-making, the framework employs...
1 meta-learning: 元学习先验模型adapt到最近的轨迹。meta-learned prior model adapts to a recent trajectory segment。统一学了encoder和model,可能overburden 2 graph networks:Graph networks as learnable physics engines for inference and control 3 Epopt: Learning robust neural network policies using model en...
Context-Aware IoT System Development Approach Based on Meta-Modeling and Reinforcement Learning: A Smart Home Case Study Integrating context awareness into the Internet of Things systems is essential for enhancing their adaptability to their context, particularly their user p... A Hallou,T Fissaa,H...
Learning Behavior-Aware Cognitive Diagnosis for Online Education Systems Cognitive diagnosis,which aims to diagnose students'knowledge proficiency,is crucial for numerous online education applications,such as personalized exerci... Y Mao,B Xu,J Yu,... 被引量: 0发表: 2021年 DisenGCD: A Meta Multigr...
In addition to such call related meta data, other dimensions of contextual information such as user location [27], user’s day-to-day situation [28], the social relationship between the caller an callee identified by the individual’s unique phone contact number [29] are also recorded by ...
The new HMI generation for the industry is enhanced with an intuitive/autonomic UI and process prediction, adopting advances in technology such as virtual/augmented reality, collaborative robots, and artificial intelligence/machine learning [100,101]. End-user development and meta-design (i.e., ...
Assignee:Meta Platforms Technologies Abstract The present disclosure relates to defining and modifying behavior in an extended reality environment. The systems and methods include capturing, using the one or more audio sensors, a natural language explanation of a rule or policy from the user, extractin...
Meta data may describe the structure and properties of information and data. We achieve this by separating the semantic elements of the information from the syntactic variants which realise them in order to form documents. In this paper we describe a new meta data model which can encode this ...