Ao Sun
Ao Sun has 2 papers in our library, in 2025–2026, most of them on Language models & pretraining; often with Hao Zhou, Jianyong Wang, Jie Zhou.
OpenAlex · ORCID · h-index 5 · 38 works · 89 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 15 times in our library · ⭐ Paper Stars ranking: #9350
Affiliations
🎓Beijing University of Posts and TelecommunicationsBeijing ·
China2024–2026 · 2 papers🎓Hong Kong University of Science and TechnologyHong Kong ·
China2023–2025 · 4 papers🎓Hefei University of TechnologyHefei ·
China2024–2025 · 2 papers🏛️Chinese People's Liberation ArmyBeijing ·
China2006–2020 · 2 papers
Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 worksSafety Research · 1 workSocial Sciences · 1 work
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 2 works
Works by year
2020s
Papers
- FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling (2025 · 15 citations)
Speculative sampling speeds up LLM decoding. A small draft model proposes tokens, and the full model checks them in parallel. The authors find that this benefit shrinks for models with big vocabularies, such as Llama-3-8B (128k tokens). They re-implemented EAGLE-2 in native C and CUDA to strip away Python and… - CuMA: Aligning LLMs with Sparse Cultural Values via Demographic-Aware Mixture of Adapters (2026 · 1 citation)
Standard LLM alignment fits one shared set of weights to pooled human feedback. That works when a single correct answer exists, but it breaks down on culturally contested questions. The authors argue that the value distributions of different demographic groups form well-separated clusters, which they call Cultural…
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