---
title: "Jiayuan Mao — author profile and papers — Elamur Research"
description: "Jiayuan Mao, Amazon: 2 papers on Elamur Research (2019–2024), h-index 12 — affiliations, topics, co-authors and who cites them in our library."
canonical: "https://research.elamur.ai/free/en/authors/jiayuan-mao/"
---
[Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/jiayuan-mao/)

[home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Jiayuan Mao

# Jiayuan Mao

Jiayuan Mao has 2 papers in our library, in 2019–2024, most of them on [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/); often with [Chuang Gan](https://md.research.elamur.ai/free/en/authors/chuang-gan/), [Daniel Fried](https://md.research.elamur.ai/free/en/authors/daniel-fried/), [Graham Neubig](https://md.research.elamur.ai/free/en/authors/graham-neubig/).

2 papers in our library · 2019–2024

[OpenAlex](https://openalex.org/A5102358408) · [ORCID](https://orcid.org/0000-0003-4798-3748) · [**h-index 12**](https://openalex.org/authors/A5102358408) · [82 works](https://openalex.org/works?filter=author.id:A5102358408) · [1,961 citations](https://openalex.org/works?filter=author.id:A5102358408&sort=cited_by_count:desc) OpenAlex, 2026-10-14

[📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/jiayuan-mao/#papers) · [🔗 Cited 321 times in our library](https://md.research.elamur.ai/free/en/authors/jiayuan-mao/cited-by/) · [6 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #5334](https://md.research.elamur.ai/free/en/paper-stars/page/54/#star-5334)

The profile is the library's match of the name; two people with one name are not always told apart.

Elsewhere: [Google Scholar](https://scholar.google.com/citations?view_op=search_authors&mauthors=Jiayuan+Mao) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Jiayuan+Mao) · [dblp](https://dblp.org/search?q=Jiayuan+Mao) · [ACL Anthology](https://aclanthology.org/search/?q=Jiayuan+Mao)

## Affiliations

[🎓**Massachusetts Institute of Technology** Cambridge · United States 2019–2026 · 40 papersEmployment*current*](https://md.research.elamur.ai/free/en/universities/massachusetts-institute-of-technology/) · [🎓**University of Pennsylvania** Philadelphia · United States 2026 · 9 papers*current*](https://md.research.elamur.ai/free/en/universities/university-of-pennsylvania/) · [🏢**Amazon** Seattle · United States 2026 · 5 papers*current*](https://md.research.elamur.ai/free/en/companies/amazon/) · [🎓**Stanford University** Stanford · United States 2026 · 1 paper*current*](https://md.research.elamur.ai/free/en/universities/stanford-university/) · [🎓**Tsinghua University** Beijing · China 2017–2025 · 13 papers](https://md.research.elamur.ai/free/en/universities/tsinghua-university/) · [🔬**MIT Computer Science and Artificial Intelligence Laboratory** Cambridge · United States 2019–2025 · 7 papers](https://md.research.elamur.ai/free/en/labs/mit-computer-science-and-artificial-intelligence-laboratory/)

From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 1 more institution on single bylines are not listed.

## Fields, topics and concepts

Of its works in our library, with the number of works on each.

📚 Shelves 4 The field of science this work belongs to (OpenAlex fields).[Computer Science · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Computer Vision and Pattern Recognition · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [Information Systems · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/information-systems/)

🧭 Topics 1 Research subjects and languages the work is about.[Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/)

## Works by year

### 2020s

[**2024** 1 paper](https://md.research.elamur.ai/free/en/authors/jiayuan-mao/year/2024/)

### 2010s

[**2019** 1 paper](https://md.research.elamur.ai/free/en/authors/jiayuan-mao/year/2019/)

## Papers

The most cited first (OpenAlex and our library).

1. **[The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision](https://md.research.elamur.ai/free/en/papers/mao-2019-neuro-symbolic-concept-learner-interpreting/)** *(2019 · 241 citations)* Visual reasoning systems that run explicit programs are usually trained with costly extra annotations, such as ground-truth programs or labelled object attributes.
2. **[Agent Workflow Memory](https://md.research.elamur.ai/free/en/papers/wang-2024-agent-workflow-memory/)** *(2024 · 86 citations)* LM-based web agents often fail at long, multi-step tasks. They usually treat each task in isolation and rely on a fixed set of examples, so they adapt poorly when tasks or websites change. Agent Workflow Memory (AWM) addresses this by letting the agent build reusable routines ("workflows") from earlier trajectories.…

## All works

8 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them.

1. **[What Can Help Pedestrian Detection? ↗](https://doi.org/10.1109/cvpr.2017.639) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Jiayuan Mao et al.*2017 · 302 citations*
2. [**The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision arXiv:1904.12584**Jiayuan Mao, Chuang Gan, Pushmeet Kohli, et al.*2019 · 241 citations*](https://md.research.elamur.ai/free/en/papers/mao-2019-neuro-symbolic-concept-learner-interpreting/)
3. **[Unified Visual-Semantic Embeddings: Bridging Vision and Language With Structured Meaning Representations ↗](https://doi.org/10.1109/cvpr.2019.00677) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Hao Wu et al.*2019 · 174 citations*
4. **[Visually Grounded Neural Syntax Acquisition ↗](https://aclanthology.org/P19-1180/) Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics · no summary yet**Haoyue Shi et al.*2019 · 100 citations*
5. [**Agent Workflow Memory arXiv:2409.07429**Zora Zhiruo Wang, Jiayuan Mao, Daniel Fried, et al.*2024 · 86 citations*](https://md.research.elamur.ai/free/en/papers/wang-2024-agent-workflow-memory/)
6. **[Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making ↗](https://doi.org/10.52202/079017-3188) neural information processing systems · no summary yet**Feifei Li et al.*2024 · 66 citations*
7. **[Learning Iterative Reasoning through Energy Diffusion ↗](https://arxiv.org/abs/2406.11179) arXiv:2406.11179 · no summary yet**Yilun Du, Jiayuan Mao, Joshua B. Tenenbaum*2024 · 11 citations*
8. **[Object-Centric Diagnosis of Visual Reasoning ↗](https://arxiv.org/abs/2012.11587) arXiv (Cornell University) · no summary yet**Jianwei Yang et al.*2020 · 11 citations*

## Co-authors here

6 co-authors with a page, the most papers together first.

- [Chuang Gan](https://md.research.elamur.ai/free/en/authors/chuang-gan/)
- [Daniel Fried](https://md.research.elamur.ai/free/en/authors/daniel-fried/)
- [Graham Neubig](https://md.research.elamur.ai/free/en/authors/graham-neubig/)
- [Jiajun Wu](https://md.research.elamur.ai/free/en/authors/jiajun-wu/)
- [Joshua B. Tenenbaum](https://md.research.elamur.ai/free/en/authors/joshua-b-tenenbaum/)
- [Pushmeet Kohli](https://md.research.elamur.ai/free/en/authors/pushmeet-kohli/)

## Venues

Where their works here were published, the most works first, with the editions of those that have a page.

- IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings ×2
- Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics
- neural information processing systems

## Cited by

Papers of our library cite their works 321 times (of the 149,439 papers whose bibliographies we read); [70 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/jiayuan-mao/cited-by/).

Updated 2 November 2026
