mlsanityData to 7 Oct 2026

Augmented Math: Authoring AR-Based Explorable Explanations by Augmenting Static Math Textbooks

arXiv 2307.16112 ↗First posted 30 Jul 2023cs.HC cs.CVcited by 7

Not on the map. Why?

Abstract (arXiv)

We introduce Augmented Math, a machine learning-based approach to authoring AR explorable explanations by augmenting static math textbooks without programming. To augment a static document, our system first extracts mathematical formulas and figures from a given document using optical character recognition (OCR) and computer vision. By binding and manipulating these extracted contents, the user can see the interactive animation overlaid onto the document through mobile AR interfaces. This empowers non-technical users, such as teachers or students, to transform existing math textbooks and handouts into on-demand and personalized explorable explanations. To design our system, we first analyzed existing explorable math explanations to identify common design strategies. Based on the findings, we developed a set of augmentation techniques that can be automatically generated based on the extracted content, which are 1) dynamic values, 2) interactive figures, 3) relationship highlights, 4) concrete examples, and 5) step-by-step hints. To evaluate our system, we conduct two user studies: preliminary user testing and expert interviews. The study results confirm that our system allows more engaging experiences for learning math concepts.

Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). Builds on 9 of its 68 references that are in the map. First posted on arXiv 30 Jul 2023.

Builds on

9 of 68 references.

References · 9

  1. 2020CNN Explainer: Learning Convolutional Neural Networks with Interactive Visualizationcited by 57
  2. 2017Direct-Manipulation Visualization of Deep Networkscited by 26
  3. 2020RealitySketch: Embedding Responsive Graphics and Visualizations in AR through Dynamic Sketchingcited by 14
  4. 2022RealityTalk: Real-Time Speech-Driven Augmented Presentation for AR Live Storytellingcited by 10
  5. 2023Teachable Reality: Prototyping Tangible Augmented Reality with Everyday Objects by Leveraging Interactive Machine Teachingcited by 7
  6. 2022Sketched Reality: Sketching Bi-Directional Interactions Between Virtual and Physical Worlds with AR and Actuated Tangible UIcited by 5
  7. 2017TraceDiff: Debugging Unexpected Code Behavior Using Trace Divergencescited by 2
  8. 2022Fidyll: A Compiler for Cross-Format Data Stories & Explorable Explanationscited by 2
  9. 2017Learnable Programming: Blocks and Beyondcited by 1

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 4; 2025: 2; 2026: 1.

7 papers.