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cs.NI2026
SparKV: Overhead-Aware KV Cache Loading for Efficient On-Device LLM Inference
Hongyao Liu, Liuqun Zhai, Junyi Wang +3
Efficient inference for on-device Large Language Models (LLMs) remains challenging due to limited hardware resources and the high cost of the prefill stage, which processes the ful…
cs.NI2026
Hardware-Software Co-Design for Energy-Efficient Neural Recording in Wireless Implantable BCIs
Hongyao Liu, Junyi Wang, Jinglong Chen +2
Implantable Brain-Computer Interfaces (iBCIs) are increasingly pivotal in clinical and daily applications. However, wireless iBCIs face severe constraints in power consumption and…