Yangyu Huang

SENIOR RESEARCH SDE

Publications

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- ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes
  
  Qihao Zhao, Yangyu Huang, Yalun Dai, Lingao Xiao, Jianjun Gao, Xin Zhang, Wenshan Wu, Scarlett Li, Yang He, Yan Lu, Yap Kim Hui
  
  | July 2026
  
  Published by Microsoft
  
  Publication
- ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog
  
  Lingao Xiao, Yalun Dai, Yangyu Huang, Qihao Zhao, Wenshan Wu, Hugo He, Ruishuo Chen, Jingming Jiang, Qianli Ma, Jiahuan Zhang, Xin Zhang, Ying Xin, Yang Ou, Yan Xia, Scarlett Li, Longbo Huang, Zhipeng Zhang, Yang He, Yap Kim Hui, Yan Lu
  
  July 2026
  
  arXiv | July 2026
  
  Publication
- Closing the Loop: Universal Repository Representation with RPG-Encoder
  
  Jane Luo, Chengyu Yin, Xin Zhang, Qingtao Li, Steven Liu, Yiming Huang, Jie Wu, Hao Liu, Yangyu Huang, Yu Kang, Fangkai Yang, Ying Xin, Scarlett Li
  
  ICML 2026 | June 2026
  
  Publication
- Demystifying Data Organization for Enhanced LLM Training
  
  Yalun Dai, Yangyu Huang, Tong Yang, Yonghan Wang, Xin Zhang, Wenshan Wu, Qihao Zhao, Hao Li, Yuanyuan Gao, Kim-Hui Yap, Scarlett Li
  
  ACL 2026 | May 2026
  
  Publication
- MuseAgent-1: Interactive Grounded Multimodal Understanding of Music Scores and Performance Audio
  
  Qihao Zhao, Yunqi Cao, Yangyu Huang, Hui Yi Leong, Fan Zhang, Kim-Hui Yap, Wei Hu
  
  | January 2026
  
  Published by Microsoft
  
  Publication Publication
- RPG: A Repository Planning Graph for Unified and Scalable Codebase Generation
  
  Jane Luo, Xin Zhang, Steven Liu, Jie Wu, Yiming Huang, Yangyu Huang, Chengyu Yin, Ying Xin, Jianfeng Liu, Yuefeng Zhan, Hao Sun, Qi Chen, Scarlett Li, Mao Yang
  
  ICLR 2026 | September 2025
  
  Publication
- FEA-Bench: A Benchmark for Evaluating Repository-Level Code Generation for Feature Implementation
  
  Wei Li, Xin Zhang, Zhongxin Guo, Shaoguo Mao, Wen Luo, Guangyue Peng, Yangyu Huang, Houfeng Wang, Scarlett Li
  
  ACL 2025 | July 2025
  
  Publication
- PEACE: Empowering Geologic Map Holistic Understanding with MLLMs
  
  Yangyu Huang, Tianyi Gao, Haoran Xu, Qihao Zhao, Yang Song, Zhipeng Gui, Tengchao Lv, Hao Cheng, Lei Cui, Scarlett Li, Furu Wei
  
  January 2025
  
  Publication Access
- EpiCoder: Encompassing Diversity and Complexity in Code Generation
  
  Yaoxiang Wang, Haoling Li, Xin Zhang, Jie Wu, Xiao Liu, Wenxiang Hu, Zhongxin Guo, Yangyu Huang, Ying Xin, Yujiu Yang, Jinsong Su, Qi Chen, Scarlett Li
  
  ICML 2025 | January 2025
  
  DOI Publication Publication
- REDSTONE: Curating General, Code, Math, and QA Data for Large Language Models
  
  Yaoyao Chang, Lei Cui, Li Dong, Shaohan Huang, Yangyu Huang, Yupan Huang, Scarlett Li, Tengchao Lv, Shuming Ma, Qinzheng Sun, Wenhui Wang, Furu Wei, Ying Xin, Mao Yang, Qiufeng Yin, Xingxing Zhang
  
  December 2024
  
  Publication
- MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark
  
  Qihao Zhao, Yangyu Huang, Tengchao Lv, Lei Cui, Furu Wei, Qinzheng Sun, Ying Xin, Shaoguang Mao, Xin Zhang, Qiufeng Yin, Scarlett Li
  
  December 2024
  
  December 2024
  
  Publication Github
- WaveCoder: Widespread And Versatile Enhanced Instruction Tuning with Refined Data Generation
  
  Zhaojian Yu, Xin Zhang, Ning Shang, Yangyu Huang, Can Xu, Yishujie Zhao, Wenxiang Hu, Qiufeng Yin
  
  Meeting of the Association for Computational Linguistics | October 2024
  
  Preprint
- General Facial Representation Learning in a Visual-Linguistic Manner
  
  Yinglin Zheng, Hao Yang, Ting Zhang, Jianmin Bao, Dongdong Chen, Yangyu Huang, Lu Yuan, Dong Chen, Ming Zeng, Fang Wen
  
  Computer Vision and Pattern Recognition | April 2022
  
  Publication Publication

- MuseAgent-1: Interactive Grounded Multimodal Understanding of Music Scores and Performance Audio
  
  Qihao Zhao, Yunqi Cao, Yangyu Huang, Hui Yi Leong, Fan Zhang, Kim-Hui Yap, Wei Hu
  
  | January 2026
  
  Published by Microsoft
  
  Publication Publication
- MuseAgent-1: Interactive Grounded Multimodal Understanding of Music Scores and Performance Audio
  
  Qihao Zhao, Yunqi Cao, Yangyu Huang, Hui Yi Leong, Fan Zhang, Kim-Hui Yap, Wei Hu
  
  | January 2026
  
  Published by Microsoft
  
  Publication Publication
- ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes
  
  Qihao Zhao, Yangyu Huang, Yalun Dai, Lingao Xiao, Jianjun Gao, Xin Zhang, Wenshan Wu, Scarlett Li, Yang He, Yan Lu, Yap Kim Hui
  
  | July 2026
  
  Published by Microsoft
  
  Publication
- ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog
  
  Lingao Xiao, Yalun Dai, Yangyu Huang, Qihao Zhao, Wenshan Wu, Hugo He, Ruishuo Chen, Jingming Jiang, Qianli Ma, Jiahuan Zhang, Xin Zhang, Ying Xin, Yang Ou, Yan Xia, Scarlett Li, Longbo Huang, Zhipeng Zhang, Yang He, Yap Kim Hui, Yan Lu
  
  July 2026
  
  arXiv | July 2026
  
  Publication
- Closing the Loop: Universal Repository Representation with RPG-Encoder
  
  Jane Luo, Chengyu Yin, Xin Zhang, Qingtao Li, Steven Liu, Yiming Huang, Jie Wu, Hao Liu, Yangyu Huang, Yu Kang, Fangkai Yang, Ying Xin, Scarlett Li
  
  ICML 2026 | June 2026
  
  Publication
- Demystifying Data Organization for Enhanced LLM Training
  
  Yalun Dai, Yangyu Huang, Tong Yang, Yonghan Wang, Xin Zhang, Wenshan Wu, Qihao Zhao, Hao Li, Yuanyuan Gao, Kim-Hui Yap, Scarlett Li
  
  ACL 2026 | May 2026
  
  Publication
- RPG: A Repository Planning Graph for Unified and Scalable Codebase Generation
  
  Jane Luo, Xin Zhang, Steven Liu, Jie Wu, Yiming Huang, Yangyu Huang, Chengyu Yin, Ying Xin, Jianfeng Liu, Yuefeng Zhan, Hao Sun, Qi Chen, Scarlett Li, Mao Yang
  
  ICLR 2026 | September 2025
  
  Publication
- FEA-Bench: A Benchmark for Evaluating Repository-Level Code Generation for Feature Implementation
  
  Wei Li, Xin Zhang, Zhongxin Guo, Shaoguo Mao, Wen Luo, Guangyue Peng, Yangyu Huang, Houfeng Wang, Scarlett Li
  
  ACL 2025 | July 2025
  
  Publication
- EpiCoder: Encompassing Diversity and Complexity in Code Generation
  
  Yaoxiang Wang, Haoling Li, Xin Zhang, Jie Wu, Xiao Liu, Wenxiang Hu, Zhongxin Guo, Yangyu Huang, Ying Xin, Yujiu Yang, Jinsong Su, Qi Chen, Scarlett Li
  
  ICML 2025 | January 2025
  
  DOI Publication Publication
- MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark
  
  Qihao Zhao, Yangyu Huang, Tengchao Lv, Lei Cui, Furu Wei, Qinzheng Sun, Ying Xin, Shaoguang Mao, Xin Zhang, Qiufeng Yin, Scarlett Li
  
  December 2024
  
  December 2024
  
  Publication Github
- WaveCoder: Widespread And Versatile Enhanced Instruction Tuning with Refined Data Generation
  
  Zhaojian Yu, Xin Zhang, Ning Shang, Yangyu Huang, Can Xu, Yishujie Zhao, Wenxiang Hu, Qiufeng Yin
  
  Meeting of the Association for Computational Linguistics | October 2024
  
  Preprint
- ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog
  
  Lingao Xiao, Yalun Dai, Yangyu Huang, Qihao Zhao, Wenshan Wu, Hugo He, Ruishuo Chen, Jingming Jiang, Qianli Ma, Jiahuan Zhang, Xin Zhang, Ying Xin, Yang Ou, Yan Xia, Scarlett Li, Longbo Huang, Zhipeng Zhang, Yang He, Yap Kim Hui, Yan Lu
  
  July 2026
  
  arXiv | July 2026
  
  Publication
- PEACE: Empowering Geologic Map Holistic Understanding with MLLMs
  
  Yangyu Huang, Tianyi Gao, Haoran Xu, Qihao Zhao, Yang Song, Zhipeng Gui, Tengchao Lv, Hao Cheng, Lei Cui, Scarlett Li, Furu Wei
  
  January 2025
  
  Publication Access
- General Facial Representation Learning in a Visual-Linguistic Manner
  
  Yinglin Zheng, Hao Yang, Ting Zhang, Jianmin Bao, Dongdong Chen, Yangyu Huang, Lu Yuan, Dong Chen, Ming Zeng, Fang Wen
  
  Computer Vision and Pattern Recognition | April 2022
  
  Publication Publication
- ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog
  
  Lingao Xiao, Yalun Dai, Yangyu Huang, Qihao Zhao, Wenshan Wu, Hugo He, Ruishuo Chen, Jingming Jiang, Qianli Ma, Jiahuan Zhang, Xin Zhang, Ying Xin, Yang Ou, Yan Xia, Scarlett Li, Longbo Huang, Zhipeng Zhang, Yang He, Yap Kim Hui, Yan Lu
  
  July 2026
  
  arXiv | July 2026
  
  Publication
- REDSTONE: Curating General, Code, Math, and QA Data for Large Language Models
  
  Yaoyao Chang, Lei Cui, Li Dong, Shaohan Huang, Yangyu Huang, Yupan Huang, Scarlett Li, Tengchao Lv, Shuming Ma, Qinzheng Sun, Wenhui Wang, Furu Wei, Ying Xin, Mao Yang, Qiufeng Yin, Xingxing Zhang
  
  December 2024
  
  Publication
- PEACE: Empowering Geologic Map Holistic Understanding with MLLMs
  
  Yangyu Huang, Tianyi Gao, Haoran Xu, Qihao Zhao, Yang Song, Zhipeng Gui, Tengchao Lv, Hao Cheng, Lei Cui, Scarlett Li, Furu Wei
  
  January 2025
  
  Publication Access

- ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes
  
  Qihao Zhao, Yangyu Huang, Yalun Dai, Lingao Xiao, Jianjun Gao, Xin Zhang, Wenshan Wu, Scarlett Li, Yang He, Yan Lu, Yap Kim Hui
  
  | July 2026
  
  Published by Microsoft
  
  Publication
- MuseAgent-1: Interactive Grounded Multimodal Understanding of Music Scores and Performance Audio
  
  Qihao Zhao, Yunqi Cao, Yangyu Huang, Hui Yi Leong, Fan Zhang, Kim-Hui Yap, Wei Hu
  
  | January 2026
  
  Published by Microsoft
  
  Publication Publication
- ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog
  
  Lingao Xiao, Yalun Dai, Yangyu Huang, Qihao Zhao, Wenshan Wu, Hugo He, Ruishuo Chen, Jingming Jiang, Qianli Ma, Jiahuan Zhang, Xin Zhang, Ying Xin, Yang Ou, Yan Xia, Scarlett Li, Longbo Huang, Zhipeng Zhang, Yang He, Yap Kim Hui, Yan Lu
  
  July 2026
  
  arXiv | July 2026
  
  Publication
- MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark
  
  Qihao Zhao, Yangyu Huang, Tengchao Lv, Lei Cui, Furu Wei, Qinzheng Sun, Ying Xin, Shaoguang Mao, Xin Zhang, Qiufeng Yin, Scarlett Li
  
  December 2024
  
  December 2024
  
  Publication Github
- Closing the Loop: Universal Repository Representation with RPG-Encoder
  
  Jane Luo, Chengyu Yin, Xin Zhang, Qingtao Li, Steven Liu, Yiming Huang, Jie Wu, Hao Liu, Yangyu Huang, Yu Kang, Fangkai Yang, Ying Xin, Scarlett Li
  
  ICML 2026 | June 2026
  
  Publication
- Demystifying Data Organization for Enhanced LLM Training
  
  Yalun Dai, Yangyu Huang, Tong Yang, Yonghan Wang, Xin Zhang, Wenshan Wu, Qihao Zhao, Hao Li, Yuanyuan Gao, Kim-Hui Yap, Scarlett Li
  
  ACL 2026 | May 2026
  
  Publication
- RPG: A Repository Planning Graph for Unified and Scalable Codebase Generation
  
  Jane Luo, Xin Zhang, Steven Liu, Jie Wu, Yiming Huang, Yangyu Huang, Chengyu Yin, Ying Xin, Jianfeng Liu, Yuefeng Zhan, Hao Sun, Qi Chen, Scarlett Li, Mao Yang
  
  ICLR 2026 | September 2025
  
  Publication
- FEA-Bench: A Benchmark for Evaluating Repository-Level Code Generation for Feature Implementation
  
  Wei Li, Xin Zhang, Zhongxin Guo, Shaoguo Mao, Wen Luo, Guangyue Peng, Yangyu Huang, Houfeng Wang, Scarlett Li
  
  ACL 2025 | July 2025
  
  Publication
- PEACE: Empowering Geologic Map Holistic Understanding with MLLMs
  
  Yangyu Huang, Tianyi Gao, Haoran Xu, Qihao Zhao, Yang Song, Zhipeng Gui, Tengchao Lv, Hao Cheng, Lei Cui, Scarlett Li, Furu Wei
  
  January 2025
  
  Publication Access
- EpiCoder: Encompassing Diversity and Complexity in Code Generation
  
  Yaoxiang Wang, Haoling Li, Xin Zhang, Jie Wu, Xiao Liu, Wenxiang Hu, Zhongxin Guo, Yangyu Huang, Ying Xin, Yujiu Yang, Jinsong Su, Qi Chen, Scarlett Li
  
  ICML 2025 | January 2025
  
  DOI Publication Publication
- WaveCoder: Widespread And Versatile Enhanced Instruction Tuning with Refined Data Generation
  
  Zhaojian Yu, Xin Zhang, Ning Shang, Yangyu Huang, Can Xu, Yishujie Zhao, Wenxiang Hu, Qiufeng Yin
  
  Meeting of the Association for Computational Linguistics | October 2024
  
  Preprint
- General Facial Representation Learning in a Visual-Linguistic Manner
  
  Yinglin Zheng, Hao Yang, Ting Zhang, Jianmin Bao, Dongdong Chen, Yangyu Huang, Lu Yuan, Dong Chen, Ming Zeng, Fang Wen
  
  Computer Vision and Pattern Recognition | April 2022
  
  Publication Publication
- REDSTONE: Curating General, Code, Math, and QA Data for Large Language Models
  
  Yaoyao Chang, Lei Cui, Li Dong, Shaohan Huang, Yangyu Huang, Yupan Huang, Scarlett Li, Tengchao Lv, Shuming Ma, Qinzheng Sun, Wenhui Wang, Furu Wei, Ying Xin, Mao Yang, Qiufeng Yin, Xingxing Zhang
  
  December 2024
  
  Publication

Yangyu Huang

Publications

ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes

ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog

Closing the Loop: Universal Repository Representation with RPG-Encoder

Demystifying Data Organization for Enhanced LLM Training

MuseAgent-1: Interactive Grounded Multimodal Understanding of Music Scores and Performance Audio

RPG: A Repository Planning Graph for Unified and Scalable Codebase Generation

FEA-Bench: A Benchmark for Evaluating Repository-Level Code Generation for Feature Implementation

PEACE: Empowering Geologic Map Holistic Understanding with MLLMs

EpiCoder: Encompassing Diversity and Complexity in Code Generation

REDSTONE: Curating General, Code, Math, and QA Data for Large Language Models

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

WaveCoder: Widespread And Versatile Enhanced Instruction Tuning with Refined Data Generation

General Facial Representation Learning in a Visual-Linguistic Manner

MuseAgent-1: Interactive Grounded Multimodal Understanding of Music Scores and Performance Audio

MuseAgent-1: Interactive Grounded Multimodal Understanding of Music Scores and Performance Audio

ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes

ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog

Closing the Loop: Universal Repository Representation with RPG-Encoder

Demystifying Data Organization for Enhanced LLM Training

RPG: A Repository Planning Graph for Unified and Scalable Codebase Generation

FEA-Bench: A Benchmark for Evaluating Repository-Level Code Generation for Feature Implementation

EpiCoder: Encompassing Diversity and Complexity in Code Generation

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

WaveCoder: Widespread And Versatile Enhanced Instruction Tuning with Refined Data Generation

ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog

PEACE: Empowering Geologic Map Holistic Understanding with MLLMs

General Facial Representation Learning in a Visual-Linguistic Manner

ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog

REDSTONE: Curating General, Code, Math, and QA Data for Large Language Models

PEACE: Empowering Geologic Map Holistic Understanding with MLLMs

ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes

MuseAgent-1: Interactive Grounded Multimodal Understanding of Music Scores and Performance Audio

ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

Closing the Loop: Universal Repository Representation with RPG-Encoder

Demystifying Data Organization for Enhanced LLM Training

RPG: A Repository Planning Graph for Unified and Scalable Codebase Generation

FEA-Bench: A Benchmark for Evaluating Repository-Level Code Generation for Feature Implementation

PEACE: Empowering Geologic Map Holistic Understanding with MLLMs

EpiCoder: Encompassing Diversity and Complexity in Code Generation

WaveCoder: Widespread And Versatile Enhanced Instruction Tuning with Refined Data Generation

General Facial Representation Learning in a Visual-Linguistic Manner

REDSTONE: Curating General, Code, Math, and QA Data for Large Language Models