--- title: "Tsung-Yi Ho — author profile and papers — Elamur Research" description: "Tsung-Yi Ho, Chinese University of Hong Kong: 2 papers on Elamur Research (2026), h-index 42 — affiliations, topics, co-authors and who…" canonical: "https://research.elamur.ai/free/en/authors/tsung-yi-ho/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/tsung-yi-ho/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Tsung-Yi Ho # Tsung-Yi Ho Tsung-Yi Ho has 2 papers in our library, in 2026, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/), [Bias, fairness & safety](https://md.research.elamur.ai/free/en/topics/bias-fairness-safety/); often with [Pin-Yu Chen](https://md.research.elamur.ai/free/en/authors/pin-yu-chen/), [Lei Hsiung](https://md.research.elamur.ai/free/en/authors/lei-hsiung/), [Tianyu Pang](https://md.research.elamur.ai/free/en/authors/tianyu-pang/). 2 papers in our library · 2026 [OpenAlex](https://openalex.org/A5062800747) · [ORCID](https://orcid.org/0000-0001-7348-5625) · [Wikidata](https://www.wikidata.org/wiki/Q89138584) · [**h-index 42**](https://openalex.org/authors/A5062800747) · [519 works](https://openalex.org/works?filter=author.id:A5062800747) · [6,942 citations](https://openalex.org/works?filter=author.id:A5062800747&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/tsung-yi-ho/#papers) · [🔗 Cited 4 times in our library](https://md.research.elamur.ai/free/en/authors/tsung-yi-ho/cited-by/) · [1 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #10604](https://md.research.elamur.ai/free/en/paper-stars/page/107/#star-10604) 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=Tsung-Yi+Ho) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Tsung-Yi+Ho) · [dblp](https://dblp.org/search?q=Tsung-Yi+Ho) · [ACL Anthology](https://aclanthology.org/search/?q=Tsung-Yi+Ho) ## Affiliations [🎓**Chinese University of Hong Kong** Hong Kong · China 2021–2026 · 176 papersEmployment since 2021 · Professor, Computer Science and Engineering*current*](https://md.research.elamur.ai/free/en/universities/chinese-university-of-hong-kong/) · [🎓**National Tsing Hua University** Hsinchu · Taiwan 2015–2024 · 173 papersEmployment 2015–2023 · Professor, Computer Science](https://md.research.elamur.ai/free/en/universities/national-tsing-hua-university/) · [🎓**National Cheng Kung University** Tainan · Taiwan 2009–2015 · 118 papers](https://md.research.elamur.ai/free/en/universities/national-cheng-kung-university/) · [🎓**Technical University of Munich** Munich · Germany 2015–2019 · 18 papers](https://md.research.elamur.ai/free/en/universities/technical-university-of-munich/) · [🎓**National Yang Ming Chiao Tung University** Hsinchu · Taiwan 2014–2016 · 13 papers](https://md.research.elamur.ai/free/en/universities/national-yang-ming-chiao-tung-university/) · [🎓**National Taiwan University** Taipei · Taiwan 2001–2007 · 9 papersEducation 2001–2005 · Ph.D., Electrical Engineering](https://md.research.elamur.ai/free/en/universities/national-taiwan-university/) · [🏢**IBM** Armonk · United States 2022–2024 · 2 papers](https://md.research.elamur.ai/free/en/companies/ibm/) · [🏥**Chang Gung Memorial Hospital** Taipei · Taiwan 2021–2022 · 2 papers](https://ror.org/02verss31) · [🏥**Linkou Chang Gung Memorial Hospital** Taoyuan · Taiwan 2021–2022 · 2 papers](https://ror.org/02dnn6q67) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 5 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 6 The field of science this work belongs to (OpenAlex fields).[Artificial Intelligence · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Computer Science · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Arts and Humanities · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Language and Linguistics · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Safety Research · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/safety-research/) · [Social Sciences · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/) 🧭 Topics 2 Research subjects and languages the work is about.[Language models & pretraining · 2 works](https://md.research.elamur.ai/free/en/topics/language-models/) · [Bias, fairness & safety · 1 work](https://md.research.elamur.ai/free/en/topics/bias-fairness-safety/) ## Works by year ### 2020s [**2026** 2 papers](https://md.research.elamur.ai/free/en/authors/tsung-yi-ho/year/2026/) ## Papers The most cited first (OpenAlex and our library). 1. **[Why LLM Safety Guardrails Collapse After Fine-tuning: A Similarity Analysis Between Alignment and Fine-tuning Datasets](https://md.research.elamur.ai/free/en/papers/hsiung-2026-why-llm-safety-guardrails-collapse/)** *(2026 · 4 citations)* Open-weight chat models are released with safety alignment, but further fine-tuning, even on harmless data, often erodes these guardrails. 2. **[Hey, That's My Data! Token-Only Dataset Inference in Large Language Models](https://md.research.elamur.ai/free/en/papers/xiong-2026-hey-that-s-my-data/)** *(2026 · 1 citation)* Owners who suspect an LLM was trained on their proprietary or copyrighted text usually need log-probabilities to test this. Many commercial APIs, however, return only greedy top-1 tokens. The authors address this token-only setting with CatShift, which uses catastrophic forgetting as an auditing signal. ## All works 3 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. **[Robust Adversarial Objects against Deep Learning Models ↗](https://doi.org/10.1609/aaai.v34i01.5443) Proceedings of the AAAI Conference on Artificial Intelligence · no summary yet**Tzungyu Tsai et al.*2020 · 127 citations* 2. **[Why LLM Safety Guardrails Collapse After Fine-tuning: A Similarity Analysis Between Alignment and Fine-tuning Datasets](https://md.research.elamur.ai/free/en/papers/hsiung-2026-why-llm-safety-guardrails-collapse/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Lei Hsiung, Tianyu Pang, Yung-Chen Tang, et al.*2026 · 4 citations* 3. **[Hey, That's My Data! Token-Only Dataset Inference in Large Language Models](https://md.research.elamur.ai/free/en/papers/xiong-2026-hey-that-s-my-data/) [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/)**Chen Xiong, Zihao Wang, Rui Zhu, et al.*2026 · 1 citation* ## Co-authors here 5 co-authors with a page, the most papers together first. - [Pin-Yu Chen](https://md.research.elamur.ai/free/en/authors/pin-yu-chen/) ×2 - [Lei Hsiung](https://md.research.elamur.ai/free/en/authors/lei-hsiung/) - [Tianyu Pang](https://md.research.elamur.ai/free/en/authors/tianyu-pang/) - [Yaoqing Yang](https://md.research.elamur.ai/free/en/authors/yaoqing-yang/) - [Zihao Wang](https://md.research.elamur.ai/free/en/authors/zihao-wang/) ## 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/): [ACL 2026](https://md.research.elamur.ai/free/en/venues/acl/2026/) - [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/): [Findings of the Association for Computational Linguistics 2026](https://md.research.elamur.ai/free/en/venues/findings/2026/) - Proceedings of the AAAI Conference on Artificial Intelligence ## Cited by Papers of our library cite their works 4 times (of the 149,439 papers whose bibliographies we read); [2 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/tsung-yi-ho/cited-by/). Updated 1 November 2026