Sijia Liu
Sijia Liu has 2 papers in our library, in 2024–2026, most of them on Language models & pretraining; often with Jinghan Jia, Anil Ramakrishna, Kai-Wei Chang.
OpenAlex · ORCID · Wikidata · h-index 32 · 257 works · 4,004 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 127 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #7806
Affiliations
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 works
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 2 works
Works by year
2020s
Papers
- SOUL: Unlocking the Power of Second-Order Optimization for LLM Unlearning (2024 · 46 citations)
The paper addresses LLM unlearning: removing the effect of unwanted data, such as private, copyrighted or toxic content, without full retraining and without harming general utility. - BLUR: A Bi-Level Optimization Approach for LLM Unlearning (2026 · 4 citations)
Most LLM unlearning methods minimize a weighted sum of a forget loss and a retain loss with a fixed coefficient.
All works
- Rethinking machine unlearning for large language models ↗Nature Machine Intelligence · no summary yetSijia Liu et al.2025 · 197 citations
- SOUL: Unlocking the Power of Second-Order Optimization for LLM UnlearningConference on Empirical Methods in Natural Language Processing (EMNLP)Jinghan Jia, Yihua Zhang, Yimeng Zhang, et al.2024 · 46 citations
- BLUR: A Bi-Level Optimization Approach for LLM UnlearningConference of the European Chapter of the Association for Computational Linguistics (EACL)Hadi Reisizadeh, Jinghan Jia, Zhiqi Bu, et al.2026 · 4 citations
Co-authors here
Venues
- Conference of the European Chapter of the Association for Computational Linguistics (EACL): EACL 2026
- Conference on Empirical Methods in Natural Language Processing (EMNLP): EMNLP 2024
- Nature Machine Intelligence
Cited by
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