Liu Guoming
Liu Guoming has 2 papers in our library, in 2025, most of them on Efficient models & compression; often with Baoyuan Qi, Lefei Zhang, Shi Luohe.
OpenAlex · ORCID · h-index 26 · 127 works · 2,218 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 14 times in our library · ⭐ Paper Stars ranking: #9464
Affiliations
🎓Shandong University of Science and TechnologyQingdao ·
China2016–2026 · 68 papers🎓Fuzhou UniversityFuzhou ·
China2004–2025 · 8 papers🏢State Grid Shandong Electric Power CompanyJinan ·
China2019–2022 · 4 papers🎓Xi'an Jiaotong UniversityXi'an ·
China2008–2010 · 4 papers🎓Shenyang University of TechnologyShenyang ·
China2010 · 3 papers🏢Hebei Provincial Communications Planning, Design and Research Institute Co., Ltd.Shijiazhuang2017–2020 · 2 papers
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksArtificial Intelligence · 2 worksComputer Vision and Pattern Recognition · 2 worksLanguage and Linguistics · 2 works
🧭 Topics 1Research subjects and languages the work is about.Efficient models & compression · 1 work
Works by year
2020s
Papers
- SpindleKV: A Novel KV Cache Reduction Method Balancing Both Shallow and Deep Layers (2025 · 9 citations)
Long-context inference with LLMs is limited by the GPU memory consumed by the KV cache. Earlier token eviction, merging and quantization methods compress deep layers well, but shallow layers resist them. In a preliminary analysis of LLaMA2-7B-chat on 2WikiMQA, the authors found two patterns. Deep layers concentrate… - KV-Latent: Dimensional-level KV Cache Reduction with Frequency-aware Rotary Positional Embedding (2025 · 6 citations)
Decoder-only LLMs store keys and values for every generated token. This KV Cache grows with sequence length and becomes a major limit on memory and bandwidth during inference. KV-Latent tackles this at the level of individual head dimensions, a direction earlier head-, layer- and token-level methods have left largely…
Co-authors here
Venues
Cited by
Updated
This page in Markdown → https://md.research.elamur.ai/free/en/authors/liu-guoming/