Nian Liu
2 indexed papers
Recent (6 mo)
2With code
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226
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Software Eng.×1ML×1OS×1Crypto×1AI×1
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Research Timeline
2026
ClawLess: A Security Model of AI Agents
ClawLess introduces a formally verified security framework that enforces fine-grained policies on autonomous AI agents, mitigating risks associated with their ability to run code and retrieve information.
EnerInfer: Energy-Aware On-Device LLM Inference
Proposed EnerInfer framework manages energy efficiency, throughput, and thermal comfort for on-device LLM inference, improving energy efficiency up to 65% without QoE violation.
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Papers
cs.SEcs.LGcs.OSEmpiricalRecentJun 22, 2026
EnerInfer: Energy-Aware On-Device LLM Inference
Bohua Zou, Nian Liu, Binqi Sun, Matteo Mascherin +5 more
Proposed EnerInfer framework manages energy efficiency, throughput, and thermal comfort for on-device LLM inference, improving energy efficiency up to 65% without QoE violation.
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cs.CRcs.AIRecent