惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

F
Full Disclosure
WordPress大学
WordPress大学
小众软件
小众软件
Cloudbric
Cloudbric
AWS News Blog
AWS News Blog
腾讯CDC
量子位
人人都是产品经理
人人都是产品经理
大猫的无限游戏
大猫的无限游戏
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
V
Vulnerabilities – Threatpost
Scott Helme
Scott Helme
Hugging Face - Blog
Hugging Face - Blog
博客园_首页
C
CXSECURITY Database RSS Feed - CXSecurity.com
The Hacker News
The Hacker News
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
IT之家
IT之家
Jina AI
Jina AI
Attack and Defense Labs
Attack and Defense Labs
S
SegmentFault 最新的问题
Simon Willison's Weblog
Simon Willison's Weblog
The Cloudflare Blog
阮一峰的网络日志
阮一峰的网络日志
T
Tailwind CSS Blog
Last Week in AI
Last Week in AI
博客园 - 【当耐特】
Google Online Security Blog
Google Online Security Blog
美团技术团队
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
V
Visual Studio Blog
罗磊的独立博客
L
LINUX DO - 最新话题
博客园 - Franky
博客园 - 叶小钗
Apple Machine Learning Research
Apple Machine Learning Research
The Last Watchdog
The Last Watchdog
J
Java Code Geeks
AI
AI
C
Cisco Blogs
酷 壳 – CoolShell
酷 壳 – CoolShell
C
Cyber Attacks, Cyber Crime and Cyber Security
Cisco Talos Blog
Cisco Talos Blog
博客园 - 三生石上(FineUI控件)
雷峰网
雷峰网
Help Net Security
Help Net Security
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
云风的 BLOG
云风的 BLOG
I
Intezer
S
Securelist

Susam Pal

Childhood Computing - Susam Pal Don't Roll Your Own ... Five Minutes of Prime Time Commenting Guidelines - Susam Pal I Will Not Add Query Strings to Your URLs Wander Console 0.6.0 - Susam Pal From RSS to Atom - Susam Pal QuickQWERTY 1.2.3 - Susam Pal
The Problem of Pedagogy in Advanced Mathematics
2026-05-11 · via Susam Pal

By Susam Pal on 11 May 2026

It is a commonly held opinion that educational institutions could do more to improve the pedagogy of mathematics. This is especially applicable to primary and secondary schools, where students are first exposed to mathematics as a formal subject, along with other new subjects. Poor exposition can turn students away from mathematics for a lifetime. Only the highly motivated ones continue to engage with the subject. This is very unfortunate because mathematics is a beautiful subject and it is filled with wonder. It also teaches rigour in reasoning, clarity of thought and the discipline of constructing arguments from first principles to obtain intricate and often beautiful results.

What is perhaps less known is that pedagogy is a problem even for graduate-level mathematics students and professional mathematicians. The proofs in many graduate-level mathematics textbooks are, in my humble opinion, not really proofs at all. They are closer to high-level outlines of proofs. The authors simply do not show their work. The student then has to put in an extraordinary amount of effort to understand and justify each line. Sometimes a 10-line argument in a textbook might expand into a 10-page proof if the student really wants to convince themselves that the argument works.

I am not a mathematician, but out of personal interest, I have worked with professional mathematicians in the past to help refine notes that explain certain intermediate steps in textbooks (for example, Galois Theory by Stewart, in a specific case). I was surprised to find that it was not just me who found the intermediate steps of certain proofs obscure. Even professional mathematicians who had studied the subject for much of their lives found them obscure. It took us two days of working together to untangle a complicated argument and present it in a way that satisfied three properties: correctness, completeness and accessibility to a reasonably motivated student. There is a reason why jokes like 'proof by obviousness' and 'proof by intimidation' are so funny. They are funny because they are true, more true than one would like.

I don't mean that the books merely omit basic results from elementary topics like group theory or field theory, which students typically learn in their undergraduate courses. Even if we take all the elementary results from undergraduate courses for granted, the proofs presented in graduate-level textbooks are often nowhere near a complete explanation of why the arguments work. They are high-level outlines at best. I find this hugely problematic, especially because students often have to learn a topic under difficult deadlines. If the exposition does not include sufficient detail, some students might never learn exactly why the proof works, because not everyone has the time to work out a 10-page proof for every 10 lines in the book.

The situation is even more dire when it comes to research papers but that would be a topic for another discussion. I'll focus on books for now. I completely understand why an advanced textbook cannot provide a justification for every argument, because if a textbook tries to do so, then a 200 page book would turn into a 2000 page book. No student or teacher has the time or patience to read through thousands of pages of uninteresting 'technical' arguments. So the authors choose to focus on the interesting parts and expect the student to work out all the elisions. Even so, I find it painful to see just how many such elisions exist in a typical textbook and how big they can sometimes be.

Many good universities provide accompanying notes that expand the difficult arguments by giving rigorous proofs and adding commentary to aid intuition. I think that is a great practice. I have studied several graduate-level textbooks in the last few years. While these textbooks are a boon to the world because textbooks that expose the subject are better than no textbooks at all, I am also disappointed by how inaccessible such material often is. If I had unlimited time, I would write accompaniments to those textbooks that provide a detailed exposition of all the arguments. But of course, I don't have unlimited time. Even so, I am thinking of at least making a start by writing accompaniment notes for some topics whose exposition quality I feel strongly about, such as s-arc transitivity of graphs, field extensions and related topics.