3 papers
cs.AR2026
CIM-Tuner: Balancing the Compute and Storage Capacity of SRAM-CIM Accelerator via Hardware-mapping Co-exploration
Jinwu Chen, Yuhui Shi, He Wang +4
As an emerging type of AI computing accelerator, SRAM Computing-In-Memory (CIM) accelerators feature high energy efficiency and throughput. However, various CIM designs and under-e…
cs.AI2025
cuPilot: A Strategy-Coordinated Multi-agent Framework for CUDA Kernel Evolution
Jinwu Chen, Qidie Wu, Bin Li +5
Optimizing CUDA kernels is a challenging and labor-intensive task, given the need for hardware-software co-design expertise and the proprietary nature of high-performance kernel li…
cs.AR2025
KVNAND: Efficient On-Device Large Language Model Inference Using DRAM-Free In-Flash Computing
Lishuo Deng, Shaojie Xu, Jinwu Chen +4
Deploying large language models (LLMs) on edge devices enables personalized agents with strong privacy and low cost. However, with tens to hundreds of billions of parameters, singl…