Title: A Cookbook of Self-Supervised Learning (自监督学习的食谱) Authors: Randall Balestriero, Mark Ibrahim, Vlad Sobal, Ari Morcos, Shashank Shekhar, Tom Goldstein, Florian Bordes, Adrien Bardes, Gregoire Mialon, Yuandong Tian, Avi Schwarzschild, Andrew Gordon Wilson, Jonas Geiping, Quentin Ga...
3 A Cook’s Guide to Successful SSL Training and Deployment 3.1 Role of Data-Augmentation 许多SSL方法,特别是从Chen等人导出的联合嵌入方法,需要一种从给定图像中定义正视图的方法来学习不变性。这些SSL方法的主要目的是利用数据增强来定义这些不变性。例如,通过使用给定图像的不同作物和正向视图,SSL模型将被训练...
et al. A cookbook of self-supervised learning. Preprint at https://doi.org/10.48550/arxiv.2304.12210 (2023). Chen, X., Xie, S. & He, K. An empirical study of training self-supervised vision transformers. In Proceedings of the IEEE/CVF International Conference on Computer Vision (2021)....
A Cookbook of Self-Supervised Learning:[cnt] [24 Apr 2023] A Survey on In-context Learning:[cnt] [31 Dec 2022] A Survey on Evaluation of Large Language Models:[cnt] [6 Jul 2023] Mitigating Hallucination in LLMs: Summarizes 32 techniques to mitigate hallucination in LLMs [cnt] [2 Jan...
Example cookbook: cookbooks/06-browser-use.ipynb Email setup: host: string # The host of the email server port: integer # The port of the email server user: string # The username of the email server password: string # The password of the email server arguments: to: string # The emai...
Rust Cookbook - A collection of simple examples that demonstrate good practices to accomplish common programming tasks, using the crates of the Rust ecosystem. Rust Flashcards - Over 550 flashcards to learn Rust from first principles. Rust for professionals - A quick introduction to Rust for exper...
Lane 11—self-ligation assay of the redesigned blunt adapter, which lacks sequence similarity with the bridge adapter. Lane 12—redesigned blunt adapter subjected to ligation, phosphorylation and an additional round of ligation. Lanes 13 and 14—the same reactions as in lanes 11 and 12 performed ...
AEB is a member of the International Carbohydrate Quality Consortium (ICQC), and a co-author of the popular cookbook “Nordisch abnehmen”. The German Diabetes Center is funded by the German Federal Ministry of Health (Berlin, Germany) and the Ministry of Culture and Science of the state ...
In this chapter, we give a not-so-long and self-contained introduction to computational molecular evolution. In particular, we present the emergence of the use of likelihood-based methods, review the standard DNA substitution models, and introduce how mo
1.1 Why a Cookbook for Self-Supervised Learning? 虽然研究人员熟悉 SSL 的许多组件,但成功训练 SSL 方法涉及从借口任务到训练超参数的一系列令人眼花缭乱的选择。 (i)由于其计算成本,(ii)缺乏完全透明的论文详细说明充分发挥 SSL 潜力所需的复杂实施,(iii)以及缺乏统一的词汇表和理论观点,因此 SSL 研究进入门槛...