--- title: "Peiying Yu — author profile and papers — Elamur Research" description: "Peiying Yu, Chongqing University of Posts and Telecommunications: 2 papers on Elamur Research (2025–2026), h-index 168 — affiliations…" canonical: "https://research.elamur.ai/free/en/authors/peiying-yu/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/peiying-yu/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Peiying Yu # Peiying Yu Peiying Yu has 2 papers in our library, in 2025–2026, most of them on [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/); often with [Daiting Shi](https://md.research.elamur.ai/free/en/authors/daiting-shi/), [Guoxin Chen](https://md.research.elamur.ai/free/en/authors/guoxin-chen/), [Long Xia](https://md.research.elamur.ai/free/en/authors/long-xia/). 2 papers in our library · 2025–2026 [OpenAlex](https://openalex.org/A5036357902) · [ORCID](https://orcid.org/0000-0002-3491-5968) · [Wikidata](https://www.wikidata.org/wiki/Q16199928) · [**h-index 168**](https://openalex.org/authors/A5036357902) · [2,368 works](https://openalex.org/works?filter=author.id:A5036357902) · [138,846 citations](https://openalex.org/works?filter=author.id:A5036357902&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/peiying-yu/#papers) · [🔗 Cited 1,839 times in our library](https://md.research.elamur.ai/free/en/authors/peiying-yu/cited-by/) · [29 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #8698](https://md.research.elamur.ai/free/en/paper-stars/page/87/#star-8698) 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=Peiying+Yu) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Peiying+Yu) · [dblp](https://dblp.org/search?q=Peiying+Yu) · [ACL Anthology](https://aclanthology.org/search/?q=Peiying+Yu) ## Affiliations [🎓**University of Illinois Chicago** Chicago · United States 1979–2026 · 1,579 papersEmployment since 2008 · Distinguished Professor & Wexler Chair in Information Technology, Computer Science*current*](https://md.research.elamur.ai/free/en/universities/university-of-illinois-chicago/) · [🎓**University of Illinois Urbana-Champaign** Urbana · United States 2006–2026 · 11 papers*current*](https://md.research.elamur.ai/free/en/universities/university-of-illinois-urbana-champaign/) · [🎓**University of Illinois System** Urbana · United States 2008–2026 · 6 papers*current*](https://md.research.elamur.ai/free/en/universities/university-of-illinois-system/) · [🎓**University of Chicago** Chicago · United States 2008–2026 · 5 papers*current*](https://md.research.elamur.ai/free/en/universities/university-of-chicago/) · [🎓**Jinan University** Guangzhou · China 2022–2026 · 4 papers*current*](https://md.research.elamur.ai/free/en/universities/jinan-university/) · [🎓**Beijing University of Posts and Telecommunications** Beijing · China 2026 · 1 paper*current*](https://md.research.elamur.ai/free/en/universities/beijing-university-of-posts-and-telecommunications/) · [🎓**Chongqing University of Posts and Telecommunications** Chongqing · China 2026 · 1 paper*current*](https://md.research.elamur.ai/free/en/universities/chongqing-university-of-posts-and-telecommunications/) · [🎓**University of Science and Technology of China** Hefei · China 2026 · 1 paper*current*](https://md.research.elamur.ai/free/en/universities/university-of-science-and-technology-of-china/) · [🔬**IBM Research - Thomas J. Watson Research Center** Yorktown Heights · United States 1980–2014 · 455 papers](https://md.research.elamur.ai/free/en/labs/ibm-research-thomas-j-watson-research-center/) · [🏢**IBM** Armonk · United States 1979–2009 · 264 papersEmployment](https://md.research.elamur.ai/free/en/companies/ibm/) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 55 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 5 The field of science this work belongs to (OpenAlex fields).[Arts and Humanities · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [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 · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [Language and Linguistics · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) 🧭 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 [**2026** 1 paper](https://md.research.elamur.ai/free/en/authors/peiying-yu/year/2026/) · [**2025** 1 paper](https://md.research.elamur.ai/free/en/authors/peiying-yu/year/2025/) ## Papers The most cited first (OpenAlex and our library). 1. **[Table-Critic: A Multi-Agent Framework for Collaborative Criticism and Refinement in Table Reasoning](https://md.research.elamur.ai/free/en/papers/yu-2025-table-critic-multi-agent-framework/)** *(2025 · 25 citations)* Large language models often fail at multi-step reasoning over tables. A wrong choice early in the chain, such as picking the wrong row or column, tends to carry through to the final answer. Earlier decomposition methods like Binder, Dater and Chain-of-Table have no reliable way to catch and fix these intermediate… 2. **[UniCreative: Unifying Long-form Logic and Short-form Sparkle via Reference-Free Reinforcement Learning](https://md.research.elamur.ai/free/en/papers/wei-2026-unicreative-unifying-long-form-logic/)** *(2026 · 1 citation)* LLM creative writing faces two opposite problems. Long stories and scripts need global planning, or they drift off topic, repeat themselves and lose structure. Short pieces such as poems, slogans or blessings get worse when forced through rigid outlines, and models already tend toward bland, high-probability wording.… ## All works 31 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. **[Memory in Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity From Spatiotemporal Dynamics ↗](https://doi.org/10.1109/cvpr.2019.00937) 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**Yunbo Wang et al.*2019 · 483 citations* 2. **[User Preference-aware Fake News Detection ↗](https://doi.org/10.1145/3404835.3462990) International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) · no summary yet**Yingtong Dou et al.*2021 · 292 citations* 3. **[COSNET ↗](https://doi.org/10.1145/2783258.2783268) ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) · no summary yet**Yutao Zhang et al.*2015 · 283 citations* 4. **[Spatiotemporal Pyramid Network for Video Action Recognition ↗](https://doi.org/10.1109/cvpr.2017.226) 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**Yunbo Wang et al.*2017 · 277 citations* 5. **[Spectral clustering for multi-type relational data ↗](https://doi.org/10.1145/1143844.1143918) International Conference on Machine Learning · no summary yet**Bo Long et al.*2006 · 253 citations* 6. **[Generative Dual Adversarial Network for Generalized Zero-Shot Learning ↗](https://doi.org/10.1109/cvpr.2019.00089) 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**He Huang et al.*2019 · 248 citations* 7. **[Transfer Sparse Coding for Robust Image Representation ↗](https://doi.org/10.1109/cvpr.2013.59) 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**Mingsheng Long et al.*2013 · 190 citations* 8. **[A Survey of AI-Generated Content (AIGC) ↗](https://doi.org/10.1145/3704262) ACM Computing Surveys · no summary yet**Yihan Cao et al.*2024 · 187 citations* 9. **[DeepCF: A Unified Framework of Representation Learning and Matching Function Learning in Recommender System ↗](https://doi.org/10.1609/aaai.v33i01.330161) Proceedings of the AAAI Conference on Artificial Intelligence · no summary yet**Zhi‐Hong Deng et al.*2019 · 184 citations* 10. **[Adversarial Attacks and Defenses in Deep Learning: From a Perspective of Cybersecurity ↗](https://doi.org/10.1145/3547330) ACM Computing Surveys · no summary yet**Shuai Zhou et al.*2022 · 156 citations* 11. **[Mixup-Transformer: Dynamic Data Augmentation for NLP Tasks ↗](https://aclanthology.org/2020.coling-main.305/) Proceedings of the 28th International Conference on Computational Linguistics · no summary yet**Lichao Sun et al.*2020 · 156 citations* 12. **[SelfORE: Self-supervised Relational Feature Learning for Open Relation Extraction ↗](https://aclanthology.org/2020.emnlp-main.299/) Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) · no summary yet**Xuming Hu et al.*2020 · 121 citations* 13. **[Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference ↗](https://aclanthology.org/2020.emnlp-main.411/) Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) · no summary yet**Jianguo Zhang et al.*2020 · 112 citations* 14. **[Multi-grained Named Entity Recognition ↗](https://aclanthology.org/P19-1138/) Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics · no summary yet**Congying Xia et al.*2019 · 112 citations* 15. **[LLM Agents for Education: Advances and Applications ↗](https://aclanthology.org/2025.findings-emnlp.743/) Findings of the Association for Computational Linguistics: EMNLP 2025 · no summary yet**Zhendong Chu et al.*2025 · 110 citations* 16. **[Few-Shot Intent Detection via Contrastive Pre-Training and Fine-Tuning ↗](https://aclanthology.org/2021.emnlp-main.144/) Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing · no summary yet**Jianguo Zhang et al.*2021 · 103 citations* 17. **[HTCInfoMax: A Global Model for Hierarchical Text Classification via Information Maximization ↗](https://aclanthology.org/2021.naacl-main.260/) Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies · no summary yet**Zhongfen Deng et al.*2021 · 87 citations* 18. **[Semi-supervised Relation Extraction via Incremental Meta Self-Training ↗](https://aclanthology.org/2021.findings-emnlp.44/) Findings of the Association for Computational Linguistics: EMNLP 2021 · no summary yet**Xuming Hu et al.*2021 · 83 citations* 19. **[Large Language Models in Law: A Survey ↗](https://arxiv.org/abs/2312.03718) arXiv:2312.03718 · no summary yet**Jinqi Lai et al.*2023 · 80 citations* 20. **[Multilingual Large Language Model: A Survey of Resources, Taxonomy and Frontiers ↗](https://arxiv.org/abs/2404.04925) arXiv:2404.04925 · no summary yet**Libo Qin et al.*2024 · 75 citations* 21. **[Hyperbolic Variational Graph Neural Network for Modeling Dynamic Graphs ↗](https://doi.org/10.1609/aaai.v35i5.16563) Proceedings of the AAAI Conference on Artificial Intelligence · no summary yet**Li Sun et al.*2021 · 52 citations* 22. **[Unsupervised Feature Selection on Networks: A Generative View ↗](https://doi.org/10.1609/aaai.v30i1.10309) Proceedings of the AAAI Conference on Artificial Intelligence · no summary yet**Xiaokai Wei, Bokai Cao, Philip S. Yu*2016 · 52 citations* 23. **[Composed Variational Natural Language Generation for Few-shot Intents ↗](https://aclanthology.org/2020.findings-emnlp.303/) Findings of the Association for Computational Linguistics: EMNLP 2020 · no summary yet**Congying Xia et al.*2020 · 43 citations* 24. **[Table-Critic: A Multi-Agent Framework for Collaborative Criticism and Refinement in Table Reasoning](https://md.research.elamur.ai/free/en/papers/yu-2025-table-critic-multi-agent-framework/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Peiying Yu, Guoxin Chen, Jingjing Wang*2025 · 25 citations* 25. **[Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning ↗](https://aclanthology.org/2026.findings-acl.1228/) Findings of the Association for Computational Linguistics: ACL 2026 · no summary yet**Yibo Yan et al.*2026 · 23 citations* [See all 31 works by Peiying Yu →](https://md.research.elamur.ai/free/en/authors/peiying-yu/works/) ## Co-authors here 8 co-authors with a page, the most papers together first. - [Daiting Shi](https://md.research.elamur.ai/free/en/authors/daiting-shi/) - [Guoxin Chen](https://md.research.elamur.ai/free/en/authors/guoxin-chen/) - [Long Xia](https://md.research.elamur.ai/free/en/authors/long-xia/) - [Simin Niu](https://md.research.elamur.ai/free/en/authors/simin-niu/) - [Xiaolong Wei](https://md.research.elamur.ai/free/en/authors/xiaolong-wei/) - [Xingyu Zhang](https://md.research.elamur.ai/free/en/authors/xingyu-zhang/) - [Yuchen Li](https://md.research.elamur.ai/free/en/authors/yuchen-li/) - [Zhejun Zhao](https://md.research.elamur.ai/free/en/authors/zhejun-zhao/) ## 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/) ×7: [ACL 2025](https://md.research.elamur.ai/free/en/venues/acl/2025/) - [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/) ×5 - [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/) ×4: [Findings of the Association for Computational Linguistics 2026](https://md.research.elamur.ai/free/en/venues/findings/2026/) - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings ×4 - Findings of the Association for Computational Linguistics: EMNLP 2025 ×3 - Proceedings of the AAAI Conference on Artificial Intelligence ×3 - ACM Computing Surveys ×2 - Proceedings of the 31st International Conference on Computational Linguistics ×2 - [ACM Transactions on Intelligent Systems and Technology](https://md.research.elamur.ai/free/en/venues/acm-transactions-on-intelligent-systems-and-technology/) - [IEEE International Conference on Big Data (BigData)](https://md.research.elamur.ai/free/en/venues/ieee-international-conference-on-big-data-bigdata/) - ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) - Findings of the Association for Computational Linguistics: ACL 2026 ## Cited by Papers of our library cite their works 1,839 times (of the 149,439 papers whose bibliographies we read); [293 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/peiying-yu/cited-by/). Updated 1 November 2026