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(CS) Academics Roadmap & Tool Chain

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Related Topics

FAQ - Academia and Research /📌 PhD Candidate /Academic Researcher ?

Useful Tools

https://www.aminer.cn/ AI帮你理解科学

https://github.com/eliahuhorwitz/Academic-project-page-template?tab=readme-ov-file A clean, responsive template for academic project pages. Example project pages built using this template are:

Academic Learning Resources

📂 https://sustech.libguides.com/?group_id=20215 | 南方科技大学 - 专题导航 👍 开放获取资源专题: 各类型开放获取资源的平台 https://sustech.libguides.com/c.php?g=936835&p=6776043

🤔 https://github.com/hzwer/WritingAIPaper Writing AI Conference Papers: A Handbook for Beginners

Author: hzwerDingXiaoH 知乎 1-2-3跃问中翻 | 豆包总结 | 公众号

Abstract. Crafting a research manuscript can pose significant challenges for novices, particularly when time is scarce before the deadline and the authors lack experience in academic submissions. An ill-prepared manuscript can be a source of distress for both collaborators and readers, frequently leading to rejection or necessitating substantial revisions. In this article, we'll share some tips for beginners who want to write AI conference papers. Our goal is for this article to be a guide for beginners, making it easier to share academic achievements.

https://pressbooks.pub/academicskills/ 学术能力养成指南 Academic Skills Guide for Dummies

https://github.com/WengLean/hands-on-research-tutorial

Other Resources

👍 https://github.com/ShiArthur03/ShiArthur03 https://github.com/ShiArthurX/ShiArthurX https://archive.softwareheritage.org/browse/origin/directory/?origin_url=https://github.com/ShiArthur03-thu/ShiArthur03-thu

2024.7.12 原仓库不知道能存在多久。我在本地每天会进行备份仓库的更新。

2024.9.17 原仓库和作者都被删除了。本地的备份还在。

大家好,我是来自M78星云的SBC。我将为你们讲述在我的世界中有关于我的故事,希望你们能够持续关注并真正学习到我想要教给你们的学术技巧,让新的学术思维传承下去。如果这与你们的世界有任何雷同之处,纯属巧合。我相信在任何一个世界当中,每个人都有属于自己的底色:清者自清,浊者自浊。

我,SBC,博士,华清大学“水木学者”,国家级人才计划青年拔尖人才(29岁获得,中国历史上最年轻),于华清大学电机工程与应用电子技术系获得学士和博士学位。主要研究方向为电力电子混杂系统动力学表征、多尺度建模仿真及其工业软件。详细介绍可以在此处找到。视频介绍可以在这里找到,本教程的电子版pdf可通过https://github.com/ShiArthur03 找到。

0️⃣ Before Academic Research..

Agentic LLM & AI Work Flow 🤔

[!links] ↗ AI4Research

42 【claude 4 ➕ gemini 🟰 科研 的神!!! - claude万事屋🏠 | 小红书 - 你的生活兴趣社区】 😆 XBYCY0LRmYo56uB 😆 https://www.xiaohongshu.com/discovery/item/686b3506000000001d00d6d4?source=webshare&xhsshare=pc_web&xsec_token=ABCSIYRfKGX0JcortP01nE0WQec9LMm2XIJ_QuT1DDZo4=&xsec_source=pc_share

https://papercopilot.com/

https://cspaper.org/

Academic Qualities ⭐ ⭐

🌲 Road To CS /0️⃣ Before you hit the road ...Academic Writing (in English) & Research Paper Writing Skills

🔗 What is academic integrity? - MIT

academic methedology

Inspiration & Ideas

📲 Follow Scholars & Academic Trends & Updates

[!links] ↗ Academic Networks & Nepotism

https://www.aminer.cn/ AI帮你理解科学

https://csrankings.org/#/index?all&us

78 【博士生都是怎么紧跟学术前沿的 - 阿瓜(正经版) | 小红书 - 你的生活兴趣社区】 😆 1kjUhQSQyFqMldy 😆 https://www.xiaohongshu.com/discovery/item/67f66801000000000f032f5a?source=webshare&xhsshare=pc_web&xsec_token=ABfCa_3mOSa1fkttXbwexyG7oABrvA-YuwhSepS5gFiqU=&xsec_source=pc_share

👇🏻以下是搜集latest文献的方法汇总: 1️⃣ Stork (文献鸟) 设定研究领域,油箱和提醒频率,每有新论文发布时,自动推送匹配内容。 . 2️⃣ResearchGate 找到并follow所在领域的知名学者。定期查看他们的更新动态、发布的论文和问答内容,也能获得很多灵感。 . 3️⃣订阅期刊的Email Alert服务 大部分期刊主页都提供email提醒服务,只需输入油箱地址,即可在新论文上线时第1时间收到通知。 . 4️⃣启用 Google Scholar 的文献推送功能 设置关键词提醒后, Google Scholar会在相关新文献发布时将提醒发送至你的油箱。只需快速查看摘要,就能初步了解论文内容。 . 5️⃣关zhu优质行业公众號 选择几个更新稳定、内容专业的学术或行业公众號,它们会定期推送精选文献和研究热点,作为信息补充很有帮助。

1️⃣ Paper Search & Analysis

🤖 LLM x Academics

Paper Search Tools /Database (with free download)

🔍 https://scholar.google.com (谷歌学术) 🔗 https://gg.xueshu5.com (国内镜像)

🔍 👍 https://dblp.org/ computer science bibliography

https://www.semanticscholar.org/ Semantic Scholar A free, AI-powered research tool for scientific literature

🔍 https://arxiv.org

arXiv is a free distribution service and an open-access archive for 2,166,249 scholarly articles in the fields of physics, mathematics, computer science, quantitative biology, quantitative finance, statistics, electrical engineering and systems science, and economics. Materials on this site are not peer-reviewed by arXiv.

🔍 🤖 https://searchthearxiv.com/ 🤔 Insert an arXiv link to find similar papers or use natural language to describe what you are looking for Papers

🔍 https://www.sci-hub.pub/ Sci-Hub is the most controversial project in modern science. The goal of Sci-Hub is to provide free and unrestricted access to all scientific knowledge.

🔍 https://citeseer.ist.psu.edu/ | PennState, College of Information Sciences and Technology Citeseer: Search across over 10,000,000 documents, journals, and papers

Coursade

  • search papers online

👍 Stanford Network Analysis Project (SNAP)

The SNAP library is being actively developed since 2004 and is organically growing as a result of our research pursuits in analysis of large social and information networks. Largest network we analyzed so far using the library was the Microsoft Instant Messenger network from 2006 with 240 million nodes and 1.3 billion edges.

The datasets available on the website were mostly collected (scraped) for the purposes of our research.

The website was launched in July 2009.

http://47.92.206.95 中国学术期刊文献数据库

https://pubscholar.cn PubScholar公益学术平台是中国科学院作为国家战略科技力量的主力军,履行学术资源保障“国家队”职责,为满足全国科技界和全社会科技创新的学术资源基础保障需求,建设的提供公益性学术资源的检索发现、内容获取和交流共享等服务的平台。

https://consensus.app/ Consensus

Paper Explore /Analysis /Visualization ⭐

[!links] ↗ Bib-ManagementAI4Research

🔍 https://keywords.groundedai.company A visual map of keywords found in papers related to the search query. Part of the GroundedAI project. Grounded AI.

🔍 https://www.researchrabbit.ai We’re rethinking everything: literature search, alerts, and more

wiki CFP

Code Project

Papers with code

https://www.scidown.cn/ Scidown 是国内超小众的SCIHub科研学术论文检索平台,为少量科研工作者提供学术,智能文献翻译,文献检索,智能选刊,论文降重,分区影响因子检索等服务

https://bibliometric.com 文献计量在线分析平台

👀 https://citespace.podia.com citespace CiteSpace is a freely available Java application for visualizing and analyzing trends and patterns in scientific literature. It is designed as a tool for progressive knowledge domain visualization (Chen, 2004).

🔍 🧠 https://www.connectedpapers.com Explore academic papers in a visual graph

https://www.litmaps.com/

https://scispace.com/ AI Assistant to Automate Everyday Research Tasks Write a research task or choose one below and SciSpace Agent will use the best AI Models, Tools and Data to complete it for you.

https://openpaper.ai/home

https://www.chatpdf.com/

https://www.scholarcy.com/ Summarize, analyze and organize your research

https://elicit.com/ AI for scientific research Elicit helps researchers be 10x more evidence-based

https://paperguide.ai/ Your All-in-One AI Research Assistant Get research backed answers, find & analyze research papers, streamline literature reviews, manage references, and write documents - faster with one AI powered research platform.

https://paperbanana.studio/ PaperBanana Publication-Ready Academic Illustrations Our multi-agent AI framework retrieves references, plans layouts, applies styles, generates visuals, and critiques results — all in one seamless pipeline.

How to Read Papers ⭐ ⭐

🎬【如何读论文【论文精读】】 https://www.bilibili.com/video/BV1H44y1t75x/?share_source=copy_web&vd_source=7740584ebdab35221363fc24d1582d9d 🎬 https://www.bilibili.com/video/BV1H44y1t75x/

Paper Reading Assistant

https://www.paperdigest.org/ Based in New York City, Paper Digest has been dedicated to helping people use the least time to stay current with the latest tech trends.

https://www.openread.academy OpenRead employs cutting-edge AI technology to enhance and revolutionize your research experience.

  1. Personalized reading recommendations: OpenRead uses advanced machine learning algorithms to analyze a user's reading history, interests, and preferences to provide personalized book, article, and research paper recommendations tailored to their needs.
  2. Intelligent search and discovery: The platform offers a powerful search engine that allows users to quickly find relevant content across a vast database of digital resources, including books, journals, news articles, and academic papers.
  3. Annotation and note-taking tools: OpenRead provides users with intuitive annotation and note-taking tools that enable them to highlight, comment on, and organize information within the content they are reading or researching.
  4. Collaborative features: The platform offers collaborative features that allow users to share their annotations, notes, and insights with others, enabling them to engage in discussions and exchange ideas around the content they are exploring.
  5. Multimedia integration: OpenRead seamlessly integrates multimedia elements, such as images, videos, and interactive visualizations, into the reading and research experience, enhancing the depth and richness of the content.
  6. Multilingual support: The platform supports a wide range of languages, making it accessible to users from diverse linguistic backgrounds.
  7. Integrated research management: OpenRead offers features for managing research projects, including the ability to organize sources, create citations, and generate bibliographies in various citation styles.
  8. Continuous learning and updates: The platform is designed to evolve and improve over time, with regular updates and enhancements to its algorithms, content, and features based on user feedback and the latest advancements in AI and digital reading technologies.

🎓 👍 https://github.com/binary-husky/gpt_academic/tree/master 为GPT/GLM等LLM大语言模型提供实用化交互接口,特别优化论文阅读/润色/写作体验,模块化设计,支持自定义快捷按钮&函数插件,支持Python和C++等项目剖析&自译解功能,PDF/LaTex论文翻译&总结功能,支持并行问询多种LLM模型,支持chatglm3等本地模型。接入通义千问, deepseekcoder, 讯飞星火, 文心一言, llama2, rwkv, claude2, moss等。

2️⃣ Bib-Management

Bib-Management

3️⃣ Academic Paper Writing

[!links] ↗ Academic Writing (in English) & Research Paper Writing Skills

CGIE model

  • Context: what is the problem?
  • Gap: why does the current techniques not work?
  • Innovation: what is your proposed solution?
  • Evaluation: when have you solved the problem?
  • Plan: what is the plan?
  • Presentation: is the proposal formatted correctly and presented nicely?

[!quote] Example (from 🔗 https://courses.compute.dtu.dk/02242/project.html)

Proposed idea: Statically Improved Fuzzing

(Context) Fuzzing is one of the most used analysis techniques in production. But for deep programs it can be hard to direct the fuzzer to all parts of the program. (Gap) Currently, some dynamic techniques, like coverage and in some cases concolic analysis are used to improve the efficiency. But since these techniques are dynamic, they cannot help us with sections we have missed.

(Innovation) In this project, we will use static analysis techniques to improve fuzzing coverage. We do this by rating branches which changes to get higher coverage higher. (Evaluation) To evaluate our implementation we will show that our hybrid fuzzer explores cases in the JPAMB faster than pure fuzzing.

Academic Writing Genres

Dissertation (学位论文)

Essay

Research Paper

Academic Diagrams & Illustrations & Data Presentation

Human-Data InteractivityGraph & Diagram & Charts & SlidesColor & Layout Design

R LanguagePython

  1. 统计绘图软件:GraphPad Prism
  2. 动态图绘制:Sigmaplot
  3. 函数绘图软件:Origin
  4. 仿真图绘制:Matlab
    1. Mathematica、Maple
  5. 流程图绘制:Lucidchart
  6. 平面图绘制Adobe Illustrator
  7. 论文图像绘制:Gnuplot
  8. 论文图像绘制:Prism
  9. 公共图片处理软件:Image J
  10. 美化排版软件:Latex
  11. 美化流程图:Visio
  12. 可视化分析的集成软件:Igor Pro

Reference

[!links] ↗ Bib-Management

参考文献(Reference)指对一个信息资源或其中一部分进行准确和详细著录的数据,位于文末或文中的信息源。为便于读者撰写学术作品,小编整理了一些常用的参考文献及论文写作的标准格式,以供参考。

Reference Formats

🔗 https://lib.tsinghua.edu.cn/info/1147/3359.htm

Chinese Academic Writing

现行的国家标准由国家标准化管理委员会发布并实施,较为常用的有以下三种:

English Academic Writing

参考文献的引用格式众多,其中最常用的有APA格式、MLA格式和芝加哥格式三种,还有满足特定学科特点的CSE格式、AMA格式、ACS格式等。部分大学整理了常用的参考文献引用格式,如

一些英文文章参考格式:

  • APA格式
  • MLA格式 (链接为美国The University of Vermont图书馆整理)
    • 由美国现代语言协会(Modern Language Association)制定,为北美大学在论文写作中最常用的文献引用格式,主要应用于人文科学领域。
  • 芝加哥格式 (链接为美国The University of Vermont图书馆整理)
    • 以权威的《芝加哥手册》(The Chicago Manual of Style,简称CMS)为基础,广泛应用于诸多领域。
  • CSE格式 (链接为美国The University of Wisconsin-Madison图书馆整理)
    • 由美国科学编辑理事会(Council of Science Editors)制定,广泛应用于生命科学领域。
  • AMA格式 (链接为美国The University of Alabama at Birmingham图书馆整理)
    • 由美国医学协会(American Medical Association)制定,主要应用于生物医学、药物学、护理学等领域。
  • ACS格式(链接为美国The University of Wisconsin-Madison图书馆整理)
    • 由美国化学学会(American Chemical Society)制定,主要应用于化学领域。
  • Harvard Style (链接为美国The University of Alabama at Birmingham图书馆整理)
    • 哈佛大学的论文参考文献标准格式,在英格兰和澳大利亚被广泛应用,尤其在物理学和自然科学领域。
  •  Vancouver Style(链接为荷兰The Utrecht University图书馆整理)
    • 温哥华格式,主要应用于生物医学领域。

此外,若想系统全面地了解各种参考文献的引用格式,可参考图书

Reference Automation & Management

Bib-Management

Editorial Services

https://www.letpub.com

主要提供论文润色服务。。也可以免费查论文分区

LetPub is the flagship editorial services brand of Boston-based Accdon LLC. LetPub specializes in editorial services for the scholarly publishing community and provides research communications services, such as a scientific illustration, graphical and video abstracts, and plain language summaries.

https://www.grammarly.com/ Grammarly

Plagiarism Checking ⭐ ⭐

Turnitin

iThenticate

CrossChec

Copycape

Plagiarisma

Smodin

https://www.zerogpt.com/ ZeroGPT the most Advanced and Reliable Chat GPT, GPT4 & AI Content Detector

https://www.essaybye.com/ 智能学术写作工具,专为学生/学者设计 基于大语言模型工具和自研AI学术写作算法,可高效进行学术写作 降AI率 | 查重/查AI率 | Essay写作助手

https://www.paperpass.com/upload

https://www.cnkivip.net/ 学术不端论文查重检测系统主要为广大学生和科研工作者提供学术不端论文查重检测服务,致力于提供最好的自助论文检测服务。学术不端学术不端文献检测系统(简称“学术不端论文查重检测系统”)适用于本、硕、博学位论文的检测以及杂志期刊职称论文检测,自2008年底正式推出以来,机构用户数量已突破8000家,全面覆盖国内图书出版单位、研究生培养单位、大学生培养单位、人事职称评审及相关管理部门,取得积极的管理效果和社会反响,使中国学术不端学术不端文献检测系统“提高我国学术论文质量”的核心宗旨得到有效落实。

4️⃣ Submission & Review & Revise

Call for Papers

Academic Venues in Computer Science

🔗 https://people.engr.tamu.edu/guofei/links.htm Call for Paper Lists

Conferences & Journals /中国大陆学术论文分区

[!links] ↗ Academic Venues in Computer ScienceSec (Security) Related Conferences & Journals

https://www.myhuiban.com/ Conference Partner 查询一篇论文属于CCF的哪个分类,不能查到SCI的分类,SCI的分类可以到对应的网站中尽心查询。

https://www.openresearch.org/wiki/Main_Page OpenResearch aims at making the descriptive metadata on conferences and other formats of scientific events permanently accessible in a high quality through automated processes and scientific data curating. OpenResearch as a sustainable service addresses researchers who search for and publish information on scientific events, as well as universities, information infrastructure institutions, specialised societies, publishers and funding agencies.

Paper Review & Revise

https://openreview.net https://openreview.net/about OpenReview aims to promote openness in scientific communication, particularly the peer review process, by providing a flexible cloud-based web interface and underlying database API enabling the following:

  • Open Peer Review
  • Open Publishing
  • Open Access
  • Open Discussion
  • Open Recommendations
  • Open Directory
  • Open API
  • Open Source

https://pubpeer.com The PubPeer Foundation is a California-registered public-benefit corporation with 501(c)(3) nonprofit status in the United States. The overarching goal of the Foundation is to improve the quality of scientific research by enabling innovative approaches for community interaction. The bylaws of the Foundation establish pubpeer.com as a service run for the benefit of its readers and commenters, who create its content. Our current focus is maintaining and developing the PubPeer online platform for post-publication peer review.

Paper Acceptance & Analysis

https://openaccept.org/ Tracking Paper Acceptance Rates at CS Conferences

Socializing & Connections

[!links] ↗ Academic Networks & NepotismScholars & Groups Lists - TheoryScholars & Groups Lists - ApplicationScholars & Groups Lists - System (and Security)

Research Gate

Ref

  • 2019年我刚毕业的时候,绿盟的江苏分公司和南京研究所都还没有成立,我在绿盟南京办事处和其他部门的同事一起工作。星云的主要成员分布在北京、西安两地。一次,刘博从北京来南京出差,回京前找我聊天,让我多读一读公司各种产品的白皮书。一开始我并不理解,认为自己做的是“云安全”,其次是“研究”,读白皮书什么的,没有必要。直到后来我陆续把各种产品的白皮书都读了一遍,挨个梳理了它们的功能、原理、架构设计,才体会到这样做的好处。作为一个全品类安全公司,绿盟的产品白皮书确实蕴含了大量信息,这些信息能够帮助一个初出茅庐的年轻人对一个行业建立起初步认识。
  • 后来,做云安全产品研究时,我也会去找业界其他公司的白皮书读一读。这些都是公开可得的资料,也许还会有一些夸大的成分,但是不影响基本的判断——功能的基本原理、产品的架构设计,结合自己的已有知识,大体是能够推断出来的。这与博士生读论文很像——论文也时常会有overclaimed的成分,但不影响整体的合理性。