---
title: "Ziyang Ma — author profile and papers — Elamur Research"
description: "Ziyang Ma, Shanghai Jiao Tong University: 4 papers on Elamur Research (2024–2026), h-index 12 — affiliations, topics, co-authors and who…"
canonical: "https://research.elamur.ai/free/en/authors/ziyang-ma/"
---
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# Ziyang Ma

Ziyang Ma has 4 papers in our library, in 2024–2026, most of them on [Speech & spoken language](https://md.research.elamur.ai/free/en/topics/speech/), [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/), [Multilingual & cross-lingual NLP](https://md.research.elamur.ai/free/en/topics/multilingual-nlp/); often with [Guanrou Yang](https://md.research.elamur.ai/free/en/authors/guanrou-yang/), [Tianrui Wang](https://md.research.elamur.ai/free/en/authors/tianrui-wang/), [Xie Chen](https://md.research.elamur.ai/free/en/authors/xie-chen/).

4 papers in our library · 2024–2026

[OpenAlex](https://openalex.org/A5100438492) · [ORCID](https://orcid.org/0000-0002-8195-3262) · [**h-index 12**](https://openalex.org/authors/A5100438492) · [90 works](https://openalex.org/works?filter=author.id:A5100438492) · [633 citations](https://openalex.org/works?filter=author.id:A5100438492&sort=cited_by_count:desc) OpenAlex, 2026-10-14

[📄 4 works in our library](https://md.research.elamur.ai/free/en/authors/ziyang-ma/#papers) · [🔗 Cited 252 times in our library](https://md.research.elamur.ai/free/en/authors/ziyang-ma/cited-by/) · [5 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #6006](https://md.research.elamur.ai/free/en/paper-stars/page/61/#star-6006)

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=Ziyang+Ma) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Ziyang+Ma) · [dblp](https://dblp.org/search?q=Ziyang+Ma) · [ACL Anthology](https://aclanthology.org/search/?q=Ziyang+Ma)

## Affiliations

[🎓**Shanghai Jiao Tong University** Shanghai · China 2023–2026 · 40 papers*current*](https://md.research.elamur.ai/free/en/universities/shanghai-jiao-tong-university/) · [🎓**Shanghai Innovation Institute** Shanghai · China 2026 · 2 papers*current*](https://md.research.elamur.ai/free/en/universities/shanghai-innovation-institute/) · [🏢**Tencent** Shenzhen · China 2025–2026 · 2 papers*current*](https://md.research.elamur.ai/free/en/companies/tencent/) · [🏢**Alibaba Group** Hangzhou · China 2023–2024 · 3 papers](https://md.research.elamur.ai/free/en/companies/alibaba-group/) · [🎓**Kunming University of Science and Technology** Kunming · China 2025 · 2 papers](https://md.research.elamur.ai/free/en/universities/kunming-university-of-science-and-technology/) · [🏢**Alibaba DAMO Academy** Hangzhou · China 2023–2024 · 2 papers](https://md.research.elamur.ai/free/en/companies/alibaba-damo-academy/)

From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 9 more institutions on single bylines are not listed.

## Fields, topics and concepts

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

📚 Shelves 10 The field of science this work belongs to (OpenAlex fields).[Arts and Humanities · 4 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science · 4 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 4 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Language and Linguistics · 4 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Signal Processing · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/signal-processing/) · [Medicine · 1 work](https://md.research.elamur.ai/free/en/shelves/medicine/) · [Computer Vision and Pattern Recognition · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [Physiology · 1 work](https://md.research.elamur.ai/free/en/shelves/medicine/physiology/) · [Experimental and Cognitive Psychology · 1 work](https://md.research.elamur.ai/free/en/shelves/psychology/experimental-and-cognitive-psychology/) · [Psychology · 1 work](https://md.research.elamur.ai/free/en/shelves/psychology/)

🧭 Topics 4 Research subjects and languages the work is about.[Speech & spoken language · 2 works](https://md.research.elamur.ai/free/en/topics/speech/) · [Multilingual & cross-lingual NLP · 1 work](https://md.research.elamur.ai/free/en/topics/multilingual-nlp/) · [Evaluation & benchmarks · 1 work](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [Language models & pretraining · 1 work](https://md.research.elamur.ai/free/en/topics/language-models/)

## Works by year

### 2020s

[**2026** 2 papers](https://md.research.elamur.ai/free/en/authors/ziyang-ma/year/2026/) · [**2025** 1 paper](https://md.research.elamur.ai/free/en/authors/ziyang-ma/year/2025/) · [**2024** 1 paper](https://md.research.elamur.ai/free/en/authors/ziyang-ma/year/2024/)

## Papers

The most cited first (OpenAlex and our library).

1. **[F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching](https://md.research.elamur.ai/free/en/papers/chen-2025-f5-tts-fairytaler-that-fakes/)** *(2025 · 152 citations)* F5-TTS is a fully non-autoregressive zero-shot text-to-speech system. It drops the usual alignment machinery: no duration model, no text encoder, and no phoneme alignment. Like E2 TTS, it turns the transcript into a character sequence, pads it with filler tokens to the length of the mel spectrogram, and trains a…
2. **[CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens](https://md.research.elamur.ai/free/en/papers/du-2024-cosyvoice-scalable-multilingual-zero-shot/)** *(2024 · 93 citations)* LLM-based zero-shot text-to-speech systems usually rely on speech tokens learned without supervision. Such tokens carry little explicit semantic content and align poorly with text. The authors, from Alibaba's Speech Lab, address this with a supervised semantic speech (S3) tokenizer. They take a multilingual ASR…
3. **[Evaluating the Expressive Appropriateness of Speech in Rich Contexts](https://md.research.elamur.ai/free/en/papers/wang-2026-evaluating-expressive-appropriateness-speech-rich/)** *(2026)* Current speech evaluation tools mostly score naturalness, signal quality or emotional intensity for single utterances.
4. **[Towards Fine-Grained and Multi-Granular Contrastive Language-Speech Pre-training](https://md.research.elamur.ai/free/en/papers/yang-2026-fine-grained-multi-granular-contrastive/)** *(2026)* Speech–text contrastive models usually learn speaking style from coarse captions or narrow task labels. Existing style-caption corpora are typically built by first assigning discrete tags and then having an LLM rewrite them as prose, which loses nuance and spreads labeling mistakes. The authors address this with…

## All works

9 works of theirs in our library, the most cited first; 4 with a page here, the others link their original until we summarise them.

1. **[Constant Time Weighted Median Filtering for Stereo Matching and Beyond ↗](https://doi.org/10.1109/iccv.2013.13) IEEE International Conference on Computer Vision (ICCV) · no summary yet**Ziyang Ma et al.*2013 · 293 citations*
2. **[emotion2vec: Self-Supervised Pre-Training for Speech Emotion Representation ↗](https://aclanthology.org/2024.findings-acl.931/) Findings of the Association for Computational Linguistics: ACL 2024 · no summary yet**Ziyang Ma et al.*2024 · 200 citations*
3. **[F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching](https://md.research.elamur.ai/free/en/papers/chen-2025-f5-tts-fairytaler-that-fakes/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Yushen Chen, Zhikang Niu, Ziyang Ma, et al.*2025 · 152 citations*
4. **[Handling motion blur in multi-frame super-resolution ↗](https://doi.org/10.1109/cvpr.2015.7299159) 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**Ziyang Ma et al.*2015 · 107 citations*
5. [**CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens arXiv:2407.05407**Zhihao Du, Qian Chen, Shiliang Zhang, et al.*2024 · 93 citations*](https://md.research.elamur.ai/free/en/papers/du-2024-cosyvoice-scalable-multilingual-zero-shot/)
6. **[MAP-Neo: Highly Capable and Transparent Bilingual Large Language Model Series ↗](https://arxiv.org/abs/2405.19327) arXiv:2405.19327 · no summary yet**Ge Zhang et al.*2024 · 44 citations*
7. **[BAT: Learning to Reason about Spatial Sounds with Large Language Models ↗](https://arxiv.org/abs/2402.01591) arXiv (Cornell University) · no summary yet**Zhisheng Zheng et al.*2024 · 7 citations*
8. **[Evaluating the Expressive Appropriateness of Speech in Rich Contexts](https://md.research.elamur.ai/free/en/papers/wang-2026-evaluating-expressive-appropriateness-speech-rich/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Tianrui Wang, Ziyang Ma, Yizhou Peng, et al.*2026*
9. **[Towards Fine-Grained and Multi-Granular Contrastive Language-Speech Pre-training](https://md.research.elamur.ai/free/en/papers/yang-2026-fine-grained-multi-granular-contrastive/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Yifan Yang, Bing Han, Hui Wang, et al.*2026*

## Co-authors here

12 of 25 co-authors with a page, the most papers together first.

- [Guanrou Yang](https://md.research.elamur.ai/free/en/authors/guanrou-yang/) ×2
- [Tianrui Wang](https://md.research.elamur.ai/free/en/authors/tianrui-wang/) ×2
- [Xie Chen](https://md.research.elamur.ai/free/en/authors/xie-chen/) ×2
- [Zhikang Niu](https://md.research.elamur.ai/free/en/authors/zhikang-niu/) ×2
- [Bing Han](https://md.research.elamur.ai/free/en/authors/bing-han/)
- [Hangrui Hu](https://md.research.elamur.ai/free/en/authors/hangrui-hu/)
- [Haoyu Wang](https://md.research.elamur.ai/free/en/authors/haoyu-wang/)
- [Heng Lu](https://md.research.elamur.ai/free/en/authors/heng-lu/)
- [Hui Wang](https://md.research.elamur.ai/free/en/authors/hui-wang/)
- [Jian Zhao](https://md.research.elamur.ai/free/en/authors/jian-zhao/)
- [Kai Yu](https://md.research.elamur.ai/free/en/authors/kai-yu/)
- [Long Zhou](https://md.research.elamur.ai/free/en/authors/long-zhou/)

## Venues

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

- [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/) ×3: [ACL 2026](https://md.research.elamur.ai/free/en/venues/acl/2026/) ×2, [ACL 2025](https://md.research.elamur.ai/free/en/venues/acl/2025/)
- Findings of the Association for Computational Linguistics: ACL 2024
- IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings
- IEEE International Conference on Computer Vision (ICCV)

## Cited by

Papers of our library cite their works 252 times (of the 149,439 papers whose bibliographies we read); [71 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/ziyang-ma/cited-by/).

Updated 2 November 2026
