Collective Knowledge

Description

Collective Knowledge is a powerful Chrome browser extension that enhances the way researchers and practitioners interact with online technical content. Its primary function is to annotate web pages with a rich layer of related information, including academic research papers, source code repositories, reproducible experimental results, scoreboards, portable workflows, and reusable artifacts. This tool is particularly beneficial for those working in AI, Machine Learning, Systems research, and other emerging technology fields.

The extension aims to bridge the gap between discovering novel techniques presented on web pages and the ability to find, test, and reproduce them. By clicking on the extension's icon, users can access a curated list of relevant resources linked to the current web page. This includes direct links to papers on platforms like ArXiv and Google Scholar, code on GitHub and GitLab, and benchmark results from sources like PapersWithCode and MLPerf. The system regularly indexes over a million URLs and objects from these key research websites, ensuring a comprehensive and up-to-date knowledge base.

Users are not limited to passively consuming information; they can actively contribute by adding their own links with relevant information for any given web page. Furthermore, the platform allows users to rank the relevance of existing links, fostering a community-driven approach to knowledge curation. This collaborative aspect ensures that the most valuable and accurate resources are easily discoverable. The extension also provides access to a search engine at https://cKnowledge.io for broader exploration.

To test its functionality, users are encouraged to visit the MobileNets ArXiv paper (https://arxiv.org/abs/1704.04861) and the MLPerf inference benchmark GitHub repository (https://github.com/mlperf/inference). Upon visiting these pages, clicking the extension's blue neuron icon will reveal associated code, artifacts, and results. Collective Knowledge is committed to user privacy and operates under a GDPR-compliant policy, detailed at https://cknowledge.io/privacy-for-browser-extension. The source code for the browser add-on is available on GitHub at https://github.com/gfursin/ck-browser-addon.

Collective Knowledge's Core Features

• Annotate web pages with research papers

• Link to related code repositories

• Connect to reproducible results

• Discover portable workflows

• Access reusable artifacts

• Index over 1 million URLs from research sites

• Search engine integration via cKnowledge.io

• User contribution of relevant links

• Relevance ranking of existing links

• GDPR compliant privacy policy

• Supports AI, ML, and Systems research

How to use Collective Knowledge?

1. 1

   Install the Collective Knowledge Chrome extension

2. 2

   Navigate to a web page with relevant technical content

3. 3

   Click the extension's blue neuron icon to view annotations

4. 4

   Access linked research papers, code, and results

5. 5

   Add your own relevant links to annotate the page

6. 6

   Rank the relevance of existing annotations

7. 7

   Use the cKnowledge.io search engine for broader discovery

Collective Knowledge's Use Cases

• Research Paper Annotation
• Code Discovery
• Reproducibility
• Knowledge Curation
• Emerging Tech Exploration
• Benchmark Analysis

FAQ from Collective Knowledge

• What is the primary purpose of the Collective Knowledge Chrome extension?

  The Collective Knowledge extension annotates web pages with related research papers, code, reproducible results, and other artifacts to help researchers and practitioners find, test, and adopt novel techniques.

• What types of content can be linked via Collective Knowledge?

  It links to research papers, code (from GitHub/GitLab), reproducible results, scoreboards, portable workflows, and reusable artifacts.

• Which academic and code repositories does Collective Knowledge index?

  It indexes URLs and objects from Google Scholar, ArXiv, GitHub, GitLab, PapersWithCode, Zenodo, ACM DL, and other research websites.

• Can users contribute their own links to Collective Knowledge?

  Yes, users can add their own links with relevant information for any given web page.

• How does Collective Knowledge help in reproducing research?

  By linking directly to code, datasets, and experimental results, it facilitates the testing and reproduction of novel techniques presented online.

• Is there a separate search engine for Collective Knowledge?

  Yes, users can also use the Collective Knowledge search engine available at https://cKnowledge.io.

• What is the GDPR compliance status of the extension?

  The extension has a GDPR compliant privacy policy, which is available at https://cknowledge.io/privacy-for-browser-extension.

• Where can I find the source code for the Collective Knowledge browser add-on?

  The source code is available on GitHub at https://github.com/gfursin/ck-browser-addon.

• What fields of technology does Collective Knowledge primarily support?

  It is designed to support researchers and practitioners in AI, Machine Learning, Systems research, and other emerging technology fields.

• How are the relevance of links determined or improved?

  Users can rank the relevance of existing links, contributing to a community-driven curation of valuable resources.