Paper writting accumulation

Abstract

last

• Our extensive experiments on multiple benchmark datasets demonstrate the superiority of " ", compared to a number of state-of-the-art approaches.
• remains a daunting challenge in machine learning research

Introduction

• cutting-edge works / frontier advances
• a adj performance gain beyond …
• suffers from a data scarcity issue
• 适用场景：ijcai22: cold-start recommendation, medical diagnosis.
• 收集大量带标签数据的缺点：time-consuming，laborious，and even unrealistic
• has become a hot research topic recently
• be carefully designed for
• by feat of 借助于
• 首先描述一个现实的应用场景。To this end, xxx is introduced and draws growing attention in the community.
• 然而，现有的XXX方法的能力边界尚未得到充分探索

Related Work

• 雨露均沾地夸赞所有方法：Approaches to mitigate catas- trophic forgetting can be organized into a few broad categories and are all useful depending on which constraints are present. / Continual learning approaches can be organized into a few broad categories which are all useful depending on the problem setting and constraints.

fsl

• largely different from the deep learning model 与深度学习模型大不相同
• the human cognition system 人类认知系统
• exhibits remarkable abilities 表现出非凡的能力
• infer the novel concepts/classes effortlessly from only one or a few examples and reliably recognize them later on 毫不费力地从一个或少数几个样本中推理出新的概念，并在之后可靠地识别它们
• To compensate for the weakness of the previous methods 为了弥补之前方法的不足
• the … community/field has witnessed astonishing performance breakthroughs.

Method

Problem setup / Preliminary

• the preliminary of few-shot setting

Experiments

Results

• be adhere to our intuition 符合直觉
• As revealed, 正如所揭示那样

Others

• dubbed / named
• elaborate on 详细说明； next, we elaborate on our …
• account for 为…负责
• the side effect of …的负面影响
• concretely, 具体地

Meta-learning

• our algorithm takes inspirations from meta-learning, where a small classification task is contructed to enable learning on the meta-level beyond a specific task.

Conclusion

• be expected to contribute to the synergistic development of … and its related fields.