Tag: Meta-Learning

All the articles with the tag "Meta-Learning".

• Learning to Plan Before Answering: Self-Teaching LLMs to Learn Abstract Plans for Problem Solving

  Published: 4 May, 2025 |  at  04:33 PM

  

  74.84 🤔

  本文提出LEPA自训练算法，通过训练LLM生成预期计划作为抽象元知识来提升问题解决泛化能力，并在多个推理基准上显著优于现有方法。

• The dynamic interplay between in-context and in-weight learning in humans and neural networks

  Published: 6 May, 2025 |  at  11:20 PM

  

  70.07 🤔

  本文通过神经网络中上下文学习（ICL）与权重学习（IWL）的动态交互，统一解释了人类学习中的组合性泛化、课程效应及灵活性与保留性权衡，为认知科学双过程理论提供了新视角。