Scholar
Wangsong Yin
Google Scholar ID: 9hp2_UsAAAAJ
Peking University
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Citations
363
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6
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Publications
2 items
Dynamic Sparse Attention on Mobile SoCs
2025
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0
ELMS: Elasticized Large Language Models On Mobile Devices
arXiv.org · 2024
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7
Resume (English only)
Academic Achievements
Paper accepted at MobiCom'25: 'Elastic On-Device LLM Service' (acceptance rate: 10.3%, 36/348)
Paper published at SenSys'24: 'PieBridge: Fast and Parameter-Efficient On-Device Training via Proxy Networks' (acceptance rate: 18.5%, 58/313)
Paper accepted at SenSys'26 (to appear): 'LLM as a System Service on Mobile Devices' (acceptance rate: 18.9%, 49/258)
Published in IEEE Transactions on Mobile Computing (TMC'24): 'Edgellm: Fast On-Device LLM Inference with Speculative Decoding'
Published in ACM Computing Surveys (CSUR'25): 'Resource-Efficient Algorithms and Systems of Foundation Models: A Survey'
arXiv preprint: 'Dynamic Sparse Attention on Mobile SoCs' — described as 'the best practice to run sparse attention on heterogeneous mobile SoC'
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