Hardware

TMXVAR: Twin Microscaling Floating-Point Quantization for Efficient Visual Autoregressive Model Inference on FPGA
Twin microscaling floating-point quantization and an FPGA accelerator for efficient visual autoregressive model inference.
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HDA-MoE: Hybrid Parallelism and Dynamic, Adaptive Scheduling for Mixture-of-Experts with 3D Near-Memory Processing
A hybrid-parallel mapping and dynamic scheduling framework for efficient MoE inference on 3D near-memory processing architectures.
Haochen Huang, Shuzhang Zhong, Shengxuan Qiu, Zhe Zhang, Shuangchen Li, Cong Li, Dimin Niu, Hongzhong Zheng, Guangyu Sun, Runsheng Wang, Meng Li
Paper Code
OptiPrime: Optimizing Private Inference through protocol-hardware codesign
Jiangrui Yu, Ye Yu, Si Chen, Chenqi Lin, Wenxuan Zeng, Junfeng Fan, Mingyu Gao, Meng Li
PEFT: A Near-Memory Processing-Enabled Heterogeneous Accelerator for BatchPBS TFHE
A near-memory processing-enabled heterogeneous accelerator that reduces data movement for BatchPBS TFHE workloads.
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Aging Aware Adaptive Voltage Scaling for Reliable and Efficient AI Accelerators
Tong Xie, Zuodong Zhang, Chao Yang, Yuan Wang, Runsheng Wang, Meng Li
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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
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EdgeSC: Universal Stochastic Computing Architecture for Efficient Edge Detection
Xincheng Feng, Wenyong Zhou, Taiqiang Wu, Zhengwu Liu, Meng Li, Ngai Wong
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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
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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
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