Hardware

OptiPrime: Optimizing Private Inference through protocol-hardware codesign
Jiangrui Yu, Ye Yu, Si Chen, Chenqi Lin, Wenxuan Zeng, Junfeng Fan, Mingyu Gao, Meng Li
Aging Aware Adaptive Voltage Scaling for Reliable and Efficient AI Accelerators
Tong Xie, Zuodong Zhang, Chao Yang, Yuan Wang, Runsheng Wang, Meng Li
Paper
NICE: 3D-NAND-based In-Memory-Computing with In-Situ ECC-Protection for Fault-Tolerant and Efficient LLM Inference
Boyi Fu, Weikai Xu, Tong Xie, Jin Luo, Yaoyu Tao, Meng Li
CREATE: Cross-Layer Resilience Characterization and Optimization for Efficient yet Reliable Embodied AI Systems
A cross-layer framework that exploits heterogeneous resilience to improve the energy efficiency and reliability of embodied AI systems.
Tong Xie, Yijiahao Qi, Jinqi Wen, Zishen Wan, Yanchi Dong, Zihao Wang, Shaofei Cai, Yitao Liang, Tianyu Jia, Yuan Wang, Runsheng Wang, Meng Li
Paper
EdgeSC: Universal Stochastic Computing Architecture for Efficient Edge Detection
Xincheng Feng, Wenyong Zhou, Taiqiang Wu, Zhengwu Liu, Meng Li, Ngai Wong
Paper
NASiC: 3D NAND-based CAM-Selected Multibit CIM Architecture for Efficient On-Device Mixture-of-Experts LLM Inference
Weikai Xu, Meng Li, Shuzhang Zhong, Tianyang Luo, Dongxue Zhao, Ling Liang, Zongwei Wang, Qianqian Huang, Yimao Cai, Ru Huang
Paper
S2CIM: A Secure-Computation and Secure-Storage Compute-in-Memory Architecture with Circuit-Algorithm Co-Design for Efficient and Trustworthy Edge Inference
Hanyong Shao, Zhiyuan Ning, Runteng Zhu, Wenpu Luo, Xiaolei Wang, Xunzhao Yin, Meng Li, Kechao Tang, Ru Huang
Paper
FENIX: Flexible and Efficient Hybrid HE/MPC Acceleration with Near-Memory Processing
Tengyu Zhang, Chenqi Lin, Jiangrui Yu, Shuwen Deng, Meng Li
Paper
H2EAL: Hybrid-Bonding Architecture with Hybrid Sparse Attention for Efficient Long-Context LLM Inference
Zizhuo Fu, Xiaotian Guo, Wenxuan Zeng, Shuzhang Zhong, Yadong Zhang, Peiyu Chen, Runsheng Wang, Le Ye, Meng Li
Paper
HD-MoE: Hybrid and Dynamic Parallelism for Mixture-of-Expert LLMs with 3D Near-Memory Processing
Haochen Huang, Shuzhang Zhong, Zhe Zhang, Shuangchen Li, Dimin Niu, Hongzhong Zheng, Runsheng Wang, Meng Li
Paper